CGAN_tf_fashion_mnist.ipynb

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  "metadata": {
    "colab": {
      "name": "CGAN-tf-fashion_mnist.ipynb",
      "provenance": [],
      "collapsed_sections": [],
      "toc_visible": true,
      "authorship_tag": "ABX9TyNVgj6EOIDa0+cL/IkWC0Si",
      "include_colab_link": true
    },
    "kernelspec": {
      "name": "python3",
      "display_name": "Python 3"
    },
    "accelerator": "GPU"
  },
  "cells": [
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "view-in-github",
        "colab_type": "text"
      },
      "source": [
        "<a href=\"https://colab.research.google.com/github/dvircohen0/GAN/blob/main/CGAN_tf_fashion_mnist.ipynb\" target=\"_parent\"><img src=\"https://colab.research.google.com/assets/colab-badge.svg\" alt=\"Open In Colab\"/></a>"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "VrqgS3u1X1E2"
      },
      "source": [
        "#  Training an conditional gan on the fashion mnist dataset"
      ]
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "ZgMFAkvfYl2g"
      },
      "source": [
        "# import libraries"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Bk5GgvlGXx-3"
      },
      "source": [
        "from numpy import expand_dims\r\n",
        "from numpy import zeros\r\n",
        "from numpy import ones\r\n",
        "from numpy.random import randn\r\n",
        "from numpy.random import randint\r\n",
        "from keras.datasets.fashion_mnist import load_data\r\n",
        "from keras.optimizers import Adam\r\n",
        "from keras.models import Model\r\n",
        "from keras.layers import Input,Dense, Reshape, Flatten, Conv2D, Conv2DTranspose, LeakyReLU, Dropout, Embedding, Concatenate\r\n",
        "from keras.utils.vis_utils import plot_model"
      ],
      "execution_count": 15,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "UCEt8m7AYJqg"
      },
      "source": [
        "#define the standalone discriminator model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "ytJ_unWOYEgG"
      },
      "source": [
        "def define_discriminator(in_shape=(28,28,1), n_classes=10):\r\n",
        "\t# label input\r\n",
        "\tin_label = Input(shape=(1,))\r\n",
        "\t# embedding for categorical input\r\n",
        "\tli = Embedding(n_classes, 50)(in_label)\r\n",
        "\t# scale up to image dimensions with linear activation\r\n",
        "\tn_nodes = in_shape[0] * in_shape[1]\r\n",
        "\tli = Dense(n_nodes)(li)\r\n",
        "\t# reshape to additional channel\r\n",
        "\tli = Reshape((in_shape[0], in_shape[1], 1))(li)\r\n",
        "\t# image input\r\n",
        "\tin_image = Input(shape=in_shape)\r\n",
        "\t# concat label as a channel\r\n",
        "\tmerge = Concatenate()([in_image, li])\r\n",
        "\t# downsample\r\n",
        "\tfe = Conv2D(128, (3,3), strides=(2,2), padding='same')(merge)\r\n",
        "\tfe = LeakyReLU(alpha=0.2)(fe)\r\n",
        "\t# downsample\r\n",
        "\tfe = Conv2D(128, (3,3), strides=(2,2), padding='same')(fe)\r\n",
        "\tfe = LeakyReLU(alpha=0.2)(fe)\r\n",
        "\t# flatten feature maps\r\n",
        "\tfe = Flatten()(fe)\r\n",
        "\t# dropout\r\n",
        "\tfe = Dropout(0.4)(fe)\r\n",
        "\t# output\r\n",
        "\tout_layer = Dense(1, activation='sigmoid')(fe)\r\n",
        "\t# define model\r\n",
        "\tmodel = Model([in_image, in_label], out_layer)\r\n",
        "\t# compile model\r\n",
        "\topt = Adam(lr=0.0002, beta_1=0.5)\r\n",
        "\tmodel.compile(loss='binary_crossentropy', optimizer=opt, metrics=['accuracy'])\r\n",
        "\treturn model"
      ],
      "execution_count": 7,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "JEWR08tOYx1l"
      },
      "source": [
        "# define the standalone generator model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "_m2wCuw0R3IW"
      },
      "source": [
        " def define_generator(latent_dim, n_classes=10):\r\n",
        "\t# label input\r\n",
        "\tin_label = Input(shape=(1,))\r\n",
        "\t# embedding for categorical input\r\n",
        "\tli = Embedding(n_classes, 50)(in_label)\r\n",
        "\t# linear multiplication\r\n",
        "\tn_nodes = 7 * 7\r\n",
        "\tli = Dense(n_nodes)(li)\r\n",
        "\t# reshape to additional channel\r\n",
        "\tli = Reshape((7, 7, 1))(li)\r\n",
        "\t# image generator input\r\n",
        "\tin_lat = Input(shape=(latent_dim,))\r\n",
        "\t# foundation for 7x7 image\r\n",
        "\tn_nodes = 128 * 7 * 7\r\n",
        "\tgen = Dense(n_nodes)(in_lat)\r\n",
        "\tgen = LeakyReLU(alpha=0.2)(gen)\r\n",
        "\tgen = Reshape((7, 7, 128))(gen)\r\n",
        "\t# merge image gen and label input\r\n",
        "\tmerge = Concatenate()([gen, li])\r\n",
        "\t# upsample to 14x14\r\n",
        "\tgen = Conv2DTranspose(128, (4,4), strides=(2,2), padding='same')(merge)\r\n",
        "\tgen = LeakyReLU(alpha=0.2)(gen)\r\n",
        "\t# upsample to 28x28\r\n",
        "\tgen = Conv2DTranspose(128, (4,4), strides=(2,2), padding='same')(gen)\r\n",
        "\tgen = LeakyReLU(alpha=0.2)(gen)\r\n",
        "\t# output\r\n",
        "\tout_layer = Conv2D(1, (7,7), activation='tanh', padding='same')(gen)\r\n",
        "\t# define model\r\n",
        "\tmodel = Model([in_lat, in_label], out_layer)\r\n",
        "\treturn model "
      ],
      "execution_count": 8,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "awuW_8CmZhx5"
      },
      "source": [
        "# define the combined generator and discriminator model, for updating the generator"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "YGX3FvtJZEoy"
      },
      "source": [
        "def define_gan(g_model, d_model):\r\n",
        "\t# make weights in the discriminator not trainable\r\n",
        "\td_model.trainable = False\r\n",
        "\t# get noise and label inputs from generator model\r\n",
        "\tgen_noise, gen_label = g_model.input\r\n",
        "\t# get image output from the generator model\r\n",
        "\tgen_output = g_model.output\r\n",
        "\t# connect image output and label input from generator as inputs to discriminator\r\n",
        "\tgan_output = d_model([gen_output, gen_label])\r\n",
        "\t# define gan model as taking noise and label and outputting a classification\r\n",
        "\tmodel = Model([gen_noise, gen_label], gan_output)\r\n",
        "\t# compile model\r\n",
        "\topt = Adam(lr=0.0002, beta_1=0.5)\r\n",
        "\tmodel.compile(loss='binary_crossentropy', optimizer=opt)\r\n",
        "\treturn model"
      ],
      "execution_count": 9,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "5sc66JcnZnXh"
      },
      "source": [
        "# load fashion mnist images"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "wpa5oIdNZLH-"
      },
      "source": [
        "def load_real_samples():\r\n",
        "\t# load dataset\r\n",
        "\t(trainX, trainy), (_, _) = load_data()\r\n",
        "\t# expand to 3d, e.g. add channels\r\n",
        "\tX = expand_dims(trainX, axis=-1)\r\n",
        "\t# convert from ints to floats\r\n",
        "\tX = X.astype('float32')\r\n",
        "\t# scale from [0,255] to [-1,1]\r\n",
        "\tX = (X - 127.5) / 127.5\r\n",
        "\treturn [X, trainy]"
      ],
      "execution_count": 10,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "zA5WTrQnZv0f"
      },
      "source": [
        "#  select real samples"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "-VgoDQuaZLP1"
      },
      "source": [
        "def generate_real_samples(dataset, n_samples):\r\n",
        "\t# split into images and labels\r\n",
        "\timages, labels = dataset\r\n",
        "\t# choose random instances\r\n",
        "\tix = randint(0, images.shape[0], n_samples)\r\n",
        "\t# select images and labels\r\n",
        "\tX, labels = images[ix], labels[ix]\r\n",
        "\t# generate class labels\r\n",
        "\ty = ones((n_samples, 1))\r\n",
        "\treturn [X, labels], y "
      ],
      "execution_count": 11,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "q8z5ulFDZ0wJ"
      },
      "source": [
        "# generate points in latent space as input for the generator"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "It10jOlBZLUU"
      },
      "source": [
        "def generate_latent_points(latent_dim, n_samples, n_classes=10):\r\n",
        "\t# generate points in the latent space\r\n",
        "\tx_input = randn(latent_dim * n_samples)\r\n",
        "\t# reshape into a batch of inputs for the network\r\n",
        "\tz_input = x_input.reshape(n_samples, latent_dim)\r\n",
        "\t# generate labels\r\n",
        "\tlabels = randint(0, n_classes, n_samples)\r\n",
        "\treturn [z_input, labels]"
      ],
      "execution_count": 12,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "E5G4wYV3Z4vX"
      },
      "source": [
        "# use the generator to generate n fake examples, with class labels"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bD2iyCGJZVBo"
      },
      "source": [
        "def generate_fake_samples(generator, latent_dim, n_samples):\r\n",
        "\t# generate points in latent space\r\n",
        "\tz_input, labels_input = generate_latent_points(latent_dim, n_samples)\r\n",
        "\t# predict outputs\r\n",
        "\timages = generator.predict([z_input, labels_input])\r\n",
        "\t# create class labels\r\n",
        "\ty = zeros((n_samples, 1))\r\n",
        "\treturn [images, labels_input], y "
      ],
      "execution_count": 13,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "Vqdf329vZ9VF"
      },
      "source": [
        "# train the generator and discriminator"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "IHmaOQNHZVHQ"
      },
      "source": [
        "def train(g_model, d_model, gan_model, dataset, latent_dim, n_epochs=100, n_batch=128):\r\n",
        "\tbat_per_epo = int(dataset[0].shape[0] / n_batch)\r\n",
        "\thalf_batch = int(n_batch / 2)\r\n",
        "\t# manually enumerate epochs\r\n",
        "\tfor i in range(n_epochs):\r\n",
        "\t\t# enumerate batches over the training set\r\n",
        "\t\tfor j in range(bat_per_epo):\r\n",
        "\t\t\t# get randomly selected 'real' samples\r\n",
        "\t\t\t[X_real, labels_real], y_real = generate_real_samples(dataset, half_batch)\r\n",
        "\t\t\t# update discriminator model weights\r\n",
        "\t\t\td_loss1, _ = d_model.train_on_batch([X_real, labels_real], y_real)\r\n",
        "\t\t\t# generate 'fake' examples\r\n",
        "\t\t\t[X_fake, labels], y_fake = generate_fake_samples(g_model, latent_dim, half_batch)\r\n",
        "\t\t\t# update discriminator model weights\r\n",
        "\t\t\td_loss2, _ = d_model.train_on_batch([X_fake, labels], y_fake)\r\n",
        "\t\t\t# prepare points in latent space as input for the generator\r\n",
        "\t\t\t[z_input, labels_input] = generate_latent_points(latent_dim, n_batch)\r\n",
        "\t\t\t# create inverted labels for the fake samples\r\n",
        "\t\t\ty_gan = ones((n_batch, 1))\r\n",
        "\t\t\t# update the generator via the discriminator's error\r\n",
        "\t\t\tg_loss = gan_model.train_on_batch([z_input, labels_input], y_gan)\r\n",
        "\t\t\t# summarize loss on this batch\r\n",
        "\t\t\tprint('>%d, %d/%d, d1=%.3f, d2=%.3f g=%.3f' %\r\n",
        "\t\t\t\t(i+1, j+1, bat_per_epo, d_loss1, d_loss2, g_loss))\r\n",
        "\t# save the generator model\r\n",
        "\tg_model.save('cgan_generator.h5')"
      ],
      "execution_count": 17,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "LoLQ10MQcPZU"
      },
      "source": [
        "# create the generator, discriminator and GAN nets"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "ZfdUdndRbp0u",
        "outputId": "248c4646-08c4-4b6c-d434-8312d68b30a0"
      },
      "source": [
        " # size of the latent space\r\n",
        "latent_dim = 100\r\n",
        "# create the discriminator\r\n",
        "d_model = define_discriminator()\r\n",
        "print(\"-------------------------------\")\r\n",
        "print(\"the discriminator architecture:\")\r\n",
        "print(\"-------------------------------\")\r\n",
        "d_model.summary() \r\n",
        "plot_model(d_model, to_file='model_plot1.png', show_shapes=True, show_layer_names=True)"
      ],
      "execution_count": 32,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "-------------------------------\n",
            "the discriminator architecture:\n",
            "-------------------------------\n",
            "Model: \"functional_69\"\n",
            "__________________________________________________________________________________________________\n",
            "Layer (type)                    Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            "input_49 (InputLayer)           [(None, 1)]          0                                            \n",
            "__________________________________________________________________________________________________\n",
            "embedding_24 (Embedding)        (None, 1, 50)        500         input_49[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "dense_48 (Dense)                (None, 1, 784)       39984       embedding_24[0][0]               \n",
            "__________________________________________________________________________________________________\n",
            "input_50 (InputLayer)           [(None, 28, 28, 1)]  0                                            \n",
            "__________________________________________________________________________________________________\n",
            "reshape_35 (Reshape)            (None, 28, 28, 1)    0           dense_48[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_24 (Concatenate)    (None, 28, 28, 2)    0           input_50[0][0]                   \n",
            "                                                                 reshape_35[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_37 (Conv2D)              (None, 14, 14, 128)  2432        concatenate_24[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "leaky_re_lu_59 (LeakyReLU)      (None, 14, 14, 128)  0           conv2d_37[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_38 (Conv2D)              (None, 7, 7, 128)    147584      leaky_re_lu_59[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "leaky_re_lu_60 (LeakyReLU)      (None, 7, 7, 128)    0           conv2d_38[0][0]                  \n",
            "__________________________________________________________________________________________________\n",
            "flatten_13 (Flatten)            (None, 6272)         0           leaky_re_lu_60[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "dropout_13 (Dropout)            (None, 6272)         0           flatten_13[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "dense_49 (Dense)                (None, 1)            6273        dropout_13[0][0]                 \n",
            "==================================================================================================\n",
            "Total params: 196,773\n",
            "Trainable params: 196,773\n",
            "Non-trainable params: 0\n",
            "__________________________________________________________________________________________________\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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88sknePrpp2FlZYVnnnlGeb1tI4n4+HhERUVpJW5vb2+1tU7UsfT0dADgmHUBkx4iIhroBtSanp7IycmBIAjw8vJSlhkbGz/xka7eSElJUTmBXRAE5SzJ5s2bIQhChwkPAOzfvx9OTk6YPn261mLsDl2P4XfffQcLCwsAwNWrVyGXy7F69Wo4OztDLBa3+ziUjY0NQkJCkJmZib/85S94/fXXVa4//fTTEIvFuHLlilZiJiIiIiLtYdLzKwqFAg8ePEBLSwsKCgoQFRUFqVSKsLAwZR1XV1dUV1cjMzMTcrkcVVVVuHXrllpbQ4cORXl5OUpLS1FfX6+VL/m//e1vcevWLbS0tKC0tBTr16/H6dOnkZycrFxzAwDZ2dk93rK6u/Q1hnK5HBUVFcjJyVEmPVKpFABw+vRpNDU1oaioSGX77F8KDw/Ho0eP8Pe//13tcFuxWIyVK1fi8OHDSEpKQl1dHVpbW1FWVoaffvqpu0NERERERDpkUEnP3r17MWXKFADAhg0bEBQUhKSkJOWz/+PHj8eNGzewf/9+REdHA3h8kGdRUZGyjaamJnh6esLc3Bx+fn5wc3PD119/DTMzM2Wd1atXY+bMmVi2bBnc3d2xc+dO5Vk53t7eyq2Zw8PDYWtrCw8PD/j7+6O6ulrj9zxkyBBMnDgR5ubmeO6553Dt2jWcO3euR4+2Xbp0CePGjcM//vEPAMCYMWMQFxfXp8YwOTkZrq6uKCkpQW1trfKMHZFIpDz759ixY5BIJAAe73C3YcMG7Nu3D/b29ti8eTNmzJgB4PEW5239AMDzzz+PSZMmYeXKlTA2Vn/yMyEhAWvXrsV7772HYcOGwd7eHlFRUXjw4AHef/995RosNzc3HDx4sNvjT0RERETaIRL68EEiS5cuBfDfZ/e1bdWqVUhPT8f9+/d10p8h6u9jGBAQgL1798LJyUmn/YpEIhw5coTrU7pB178f+jN+voiIaIBLN6iZHk1o28aYeq4/jeEvH5crKCiAWCzWecJDRERERNrFpEdHrl27pvIoVkev0NBQfYc6oGzYsAFFRUX48ccfsXLlSuzcuVPfIZEWrVq1SuXnbcWKFWp1Tp8+jU2bNkGhUGDhwoWQSqUQi8VwcHBAUFAQCgoKety/QqFAfHw8fHx81K4dO3YM7733ntp/GmRmZqrE/NRTT/W4fyIiooGKSc//LyYmBikpKaitrYWTkxOOHj2q0fZHjx6ttiNbe6/U1FSN9qtL2h5DbZBIJBg9ejReeOEFbNu2DR4eHvoOibRs6NChyM7OxvXr15GcnKxybevWrUhMTERMTAwUCgXOnTuHzz77DNXV1cjNzYVMJsO0adNQXl7e7X6Lioowbdo0rFu3Do2NjWrXAwMDIRaLMWvWLNTU1CjLg4KCUFZWhrNnz8Lf37/7N0xERERMetrExcXh0aNHEAQBN2/exJIlS/QdUr/TH8dw165daG1txe3bt9V2bBtIZDJZu7MP/a2PrjA3N8fcuXPh5uamsrnG7t27kZqairS0NFhaWgJ4vKmGr68vJBIJnJycEBsbi9raWhw4cKBbfebn52Pjxo0IDw/HxIkTO6wXGRmJCRMmwN/fHy0tLQAer8dxcHCAn58fRo0a1f0bJiIiIiY9RPT4QNzKysp+30dPFRcXY8uWLdi+fTvEYjGAx2dJHT9+XKWes7MzAKCkpKRb7U+YMAEZGRlYvny5SqLVnm3btuHKlStISEjoVh9ERETUMSY9RP2QIAjYs2cPxowZAzMzM9jY2GDBggW4du2ask5ERIRyG+82a9asgYWFBUQiEe7duwcAiIqKQnR0NEpKSiASieDq6orExESIxWLY2tpi1apVsLe3h1gsho+Pj8o5R73pAwBOnTqls/OjOpOYmAhBEBAYGNhpPZlMBgCwsrLSWiw2NjaYPn06EhIS0Ic31yQiIupXmPQQ9UPbtm3Dpk2bsHnzZlRWVuLs2bO4c+cO/Pz8UFFRAeDxF/lfb1G8b98+bN++XaUsISEB8+fPh4uLCwRBQHFxMSIiIhAWFobGxkZERkaitLQUly9fRktLC2bPnq0836g3fQD/3elPoVBobnB64MSJE3B3d1ee79SRb775BsDjM560adKkSbh79y7y8/O12g8REdFAwaSHqJ+RyWTYs2cPFi1ahBUrVsDa2hqenp746KOPcO/ePXz88cca68vY2Fg5m+Th4YGkpCTU19cjJSVFI+0HBASgrq4OW7Zs0Uh7PdHQ0ICbN2/CxcWlwzoVFRVITU1FZGQkvL29nzgj1Ftta3euXr2q1X6IiIgGCvVj54moTyssLMTDhw8xefJklfIpU6bA1NRU5fEzTZs8eTIkEonKY3T9XWVlJQRB6HSWx9vbGw0NDQgODsauXbtgYmKi1ZjaYmmbtSMiIqLeYdJD1M+0bWc8ePBgtWtDhgxBfX29Vvs3MzNDVVWVVvvQpaamJgDodIMBW1tbJCcnY+zYsTqJydzcXCU2IiIi6h0+3kbUzwwZMgQA2k1uampq4OjoqLW+5XK51vvQtbYE49eHgv7S8OHDleOuC83NzQD+GxsRERH1Dmd6iPqZcePGYfDgwfj2229Vyi9duoTm5mb85je/UZYZGxtDLpdrrO+cnBwIggAvLy+t9aFrtra2EIlEqK2t7bDOr7eu1ra2WOzs7HTaLxERkaHiTA9RPyMWixEdHY3PP/8cBw8eRF1dHa5evYrw8HDY29vjjTfeUNZ1dXVFdXU1MjMzIZfLUVVVhVu3bqm1OXToUJSXl6O0tBT19fXKJEahUODBgwdoaWlBQUEBoqKiIJVKERYWppE+srOz9b5ltUQigbOzM8rKytq9XlxcDDs7O4SEhKhdCw0NhZ2dHS5fvqzRmNpi8fT01Gi7REREAxWTHqJ+aOvWrYiLi8OOHTvw1FNPYfr06Xj22WeRk5MDCwsLZb3Vq1dj5syZWLZsGdzd3bFz507lI1Pe3t7KrafDw8Nha2sLDw8P+Pv7o7q6GsDjNSWenp4wNzeHn58f3Nzc8PXXX6usf+ltH31BQEAACgsLlefw/FJnZ+U0NzejsrISWVlZnbZ/8eJF+Pr6YuTIkbh06RLy8/Nhb2+PqVOn4uzZs2r18/Ly4ODggPHjx3f/ZoiIiEgNH28j6odEIhHWr1+P9evXd1pv6NChOHPmjFr5+++/r/LnSZMmobS0VK2epaVlhzMgmuhj3rx5qKur67R9XfjTn/6EpKQkZGRkYMWKFSrXRo0a1eEuakePHsWMGTPwzDPPdNq+l5cXcnNzuxTL/fv38dVXX2HXrl0QiURduwEiIiLqFGd6iKhDnS3u769kMhm++OILFBUVKTcMcHV1xY4dO7Bjxw48fPiwS+20trYiMzMT9fX1CA0N1Vh827Ztw8SJExEREQHg8UxTeXk5cnNzlYe6EhERUfcw6SGiAaW6uhpz586Fm5sbXn31VWX5pk2bsHTpUoSGhna6qUGbnJwcZGRkIDs7u9Mzfrpjz549uHLlCk6ePKk8CygrKwsODg7w8/PDiRMnNNIPERHRQMOkh4jUxMTEICUlBbW1tXBycsLRo0f1HZJGfPTRRxAEQfk6ePCgyvXY2FhERETg3XfffWJbs2bNwqFDhzBixAiNxJaVlYVHjx4hJycHNjY2yvIFCxaoxHzv3j2N9EdERDSQcE0PEamJi4tDXFycvsPQizlz5mDOnDk67zcoKAhBQUE675eIiGgg4EwPEREREREZNCY9RERERERk0Jj0EBERERGRQWPSQ0REREREBq3Pb2RQVlaGtLQ0fYdBpHUXLlzQdwj9Stuhqfz9QERERE8iEgRB0HcQHVm6dKnBbJVLRKRPR44cQXBwsL7DICIi0of0Pp30EPV1aWlpCAkJAX+MiIiIiPqsdK7pISIiIiIig8akh4iIiIiIDBqTHiIiIiIiMmhMeoiIiIiIyKAx6SEiIiIiIoPGpIeIiIiIiAwakx4iIiIiIjJoTHqIiIiIiMigMekhIiIiIiKDxqSHiIiIiIgMGpMeIiIiIiIyaEx6iIiIiIjIoDHpISIiIiIig8akh4iIiIiIDBqTHiIiIiIiMmhMeoiIiIiIyKAx6SEiIiIiIoPGpIeIiIiIiAwakx4iIiIiIjJoTHqIiIiIiMigMekhIiIiIiKDxqSHiIiIiIgMGpMeIiIiIiIyaEx6iIiIiIjIoDHpISIiIiIig8akh4iIiIiIDBqTHiIiIiIiMmhMeoiIiIiIyKAx6SEiIiIiIoPGpIeIiIiIiAwakx4iIiIiIjJoTHqIiIiIiMigMekhIiIiIiKDZqzvAIj6i7KyMrzyyitobW1Vlj148ACWlpaYMWOGSl13d3f83//9n44jJCIiIqL2MOkh6iJHR0fcunULJSUlatf++c9/qvx52rRpugqLiIiIiJ6Aj7cRdcPLL78MExOTJ9YLDQ3VQTRERERE1BVMeoi6Yfny5Whpaem0ztixY+Hh4aGjiIiIiIjoSZj0EHWDi4sLxo8fD5FI1O51ExMTvPLKKzqOioiIiIg6w6SHqJtefvllGBkZtXutpaUFS5cu1XFERERERNQZJj1E3bRs2TIoFAq18kGDBsHLywvPPvus7oMiIiIiog4x6SHqJnt7e0ydOhWDBqn++AwaNAgvv/yynqIiIiIioo4w6SHqgT/84Q9qZYIgYNGiRXqIhoiIiIg6w6SHqAeWLFmisq7HyMgIL7zwAmxtbfUYFRERERG1h0kPUQ/Y2Nhg9uzZysRHEASsWLFCz1ERERERUXuY9BD10IoVK5QbGpiYmGDBggV6joiIiIiI2sOkh6iHAgMDYWZmBgCYP38+Bg8erOeIiIiIiKg9THqIesjCwkI5u8NH24iIiIj6LpEgCMIvC9LS0hASEqKveIiIyMD96p8dIiIibUs37ujKkSNHdBkIUb/U2tqKI0eO4KWXXtJ3KIiPjwcArF27Vs+R9B8XLlxAQkICf9/pSNt4ExER6VqHSU9wcLAu4yDqtxYuXAixWKzvMJCeng6AP7vdlZCQwDHTISY9RESkD1zTQ9RLfSHhISIiIqKOMekhIiIiIiKDxqSHiIiIiIgMGpMeIiIiIiIyaEx6iIiIiIjIoDHpISIVJ0+ehLW1NY4fP67vUAza6dOnsWnTJigUCixcuBBSqRRisRgODg4ICgpCQUFBj9tWKBSIj4+Hj4+P2rVjx47hvffeQ2tra2/CJyIi6leY9BCRCh4cqX1bt25FYmIiYmJioFAocO7cOXz22Weorq5Gbm4uZDIZpk2bhvLy8m63XVRUhGnTpmHdunVobGxUux4YGAixWIxZs2ahpqZGE7dDRETU5zHpISIVAQEBqK2txfz58/UdCmQyWbuzFf3Z7t27kZqairS0NFhaWgIAvL294evrC4lEAicnJ8TGxqK2thYHDhzoVtv5+fnYuHEjwsPDMXHixA7rRUZGYsKECfD390dLS0tvboeIiKhfYNJDRH1WcnIyKisr9R2GxhQXF2PLli3Yvn278nwnY2NjtUcJnZ2dAQAlJSXdan/ChAnIyMjA8uXLYWZm1mndbdu24cqVKzwslIiIBgQmPUSklJubC6lUCpFIhL179wIAkpKSYGFhAYlEgqysLMybNw9WVlZwdHTE4cOHle9NTEyEWCyGra0tVq1aBXt7e4jFYvj4+ODSpUvKehERETA1NcWIESOUZWvWrIGFhQVEIhHu3bsHAIiKikJ0dDRKSkogEong6uoKADh16hSsrKwQGxuriyHRqMTERAiCgMDAwE7ryWQyAICVlZXWYrGxscH06dORkJDARxqJiMjgMekhIiVfX1+cP39epWz16tVYu3YtZDIZLC0tceTIEZSUlMDZ2Rmvv/465HI5gMfJTFhYGBobGxEZGYnS0lJcvnwZLS0tmD17Nu7cuQPg8Rf/4OBglT727duH7du3q5QlJCRg/vz5cHFxgSAIKC4uBgDlAnyFQqGVMdCmEydOwN3dHRKJpNN633zzDYDHfx/aNGnSJNy9e7cWdLEAACAASURBVBf5+fla7YeIiEjfmPQQUZf5+PjAysoKw4cPR2hoKBoaGnD79m2VOsbGxhgzZgzMzMzg4eGBpKQk1NfXIyUlRSMxBAQEoK6uDlu2bNFIe7rS0NCAmzdvwsXFpcM6FRUVSE1NRWRkJLy9vZ84I9Rbo0aNAgBcvXpVq/0QERHpm7G+AyCi/snU1BQAlDM9HZk8eTIkEgmuXbumi7D6rMrKSgiC0Oksj7e3NxoaGhAcHIxdu3bBxMREqzG1xVJRUaHVfoiIiPSNSQ8RaZ2ZmRmqqqr0HYZeNTU1AUCnGwzY2toiOTkZY8eO1UlM5ubmKrEREREZKj7eRkRaJZfLUVNTA0dHR32HoldtCUZnh4IOHz4cQ4YM0VVIaG5uBvDf2IiIiAwVZ3qISKtycnIgCAK8vLyUZcbGxk98LM7Q2NraQiQSoba2tsM6v966WtvaYrGzs9Npv0RERLrGmR4i0iiFQoEHDx6gpaUFBQUFiIqKglQqRVhYmLKOq6srqqurkZmZCblcjqqqKty6dUutraFDh6K8vBylpaWor6+HXC5HdnZ2v9yyWiKRwNnZGWVlZe1eLy4uhp2dHUJCQtSuhYaGws7ODpcvX9ZoTG2xeHp6arRdIiKivoZJDxEp7d27F1OmTAEAbNiwAUFBQUhKSkJ8fDwAYPz48bhx4wb279+P6OhoAMDcuXNRVFSkbKOpqQmenp4wNzeHn58f3Nzc8PXXX6usZVm9ejVmzpyJZcuWwd3dHTt37lQ+YuXt7a3c3jo8PBy2trbw8PCAv78/qqurdTIO2hIQEIDCwkLlOTy/1NlZOc3NzaisrERWVlan7V+8eBG+vr4YOXIkLl26hPz8fNjb22Pq1Kk4e/asWv28vDw4ODhg/Pjx3b8ZIiKifkQk/Opf2rS0NISEhPCwOqJ+ZunSpQCA9PR0vcWwatUqpKen4/79+3qLoTt0/fuuuLgYY8aMQUpKClasWNHl9ykUCsyYMQNhYWF49dVXNRLL/fv34ejoiF27dikTWG3jvy9ERKQn6ZzpISKN6myh/kDn6uqKHTt2YMeOHXj48GGX3tPa2orMzEzU19cjNDRUY7Fs27YNEydOREREhMbaJCIi6qv6dNIzZcoUGBkZYeLEiRpv+7XXXoOlpSVEIhGuXLnS7XonT56EtbW1zhcet2fHjh3w8PCAlZUVzMzM4OrqirfeeuuJX6qampowevRovP32293uMyMjA87OzhCJRB2+nn322R7ekSp+DsiQbNq0CUuXLkVoaGinmxq0ycnJQUZGBrKzszs946c79uzZgytXruDkyZNaPwuIiIioL+jTSU9eXh5mzpyplbY/+eQT7N+/v8f1+tLjGWfOnMGbb76J0tJS3Lt3D3FxcUhISFA+7tSRzZs34/r16z3qc/Hixbhx4wZcXFxgbW0NQRAgCAJaWlrQ2NiIiooKjX1B4+egf4iJiUFKSgpqa2vh5OSEo0eP6jukPis2NhYRERF49913n1h31qxZOHToEEaMGKGRvrOysvDo0SPk5OTAxsZGI20SERH1df1iy2qRSKTvENQEBAR06X9pdWHw4MF44403YGRkBAAIDg5GRkYG0tLScOfOHTz99NNq7zl//jx++OEHjcdiZGQEc3NzmJubw83NTaNt83PQt8XFxSEuLk7fYfQbc+bMwZw5c3Teb1BQEIKCgnTeLxERkT716ZmeNtp6/KKrX6J18WVbEASkp6fj448/7vZ7//73vysTnjZPPfUUAKCxsVGtvkwmw5///GckJCT0LNguyszM1Gh7/BwQERERUU9oJOlpbW3FO++8A6lUCnNzc4wfPx5HjhwBACQkJMDCwgKDBg3Cb37zG9jZ2cHExAQWFhZ47rnn4Ofnh6effhpisRhDhgzBW2+9pdZ+cXExRo8eDQsLC+U2uLm5uV2OAXj8ZfKDDz6Au7s7zMzMYG1tjT//+c9qfXWlXm5uLqRSKUQiEfbu3QsASEpKgoWFBSQSCbKysjBv3jxYWVnB0dERhw8fVos1Li4O7u7uMDc3x1NPPQUnJyfExcUhODi4Z38Jv3L37l2Ym5vDyclJ7drmzZuxZs0aDB8+vN33njp1SuPnoPBzoJ/PAREREREBEH7lyJEjQjvFnVq/fr1gZmYmHD16VHjw4IEQExMjDBo0SMjLyxMEQRC2bt0qABAuXbokNDQ0CPfu3RPmzp0rABBOnDghVFVVCQ0NDUJERIQAQLhy5Yqy7VmzZgnOzs7CzZs3BblcLvzwww/C888/L4jFYuHHH3/scgybN28WRCKR8D//8z/CgwcPhMbGRmHfvn0CAOH7779XttPVenfu3BEACB9++KHKewEIX331lVBbWytUVlYKfn5+goWFhdDc3KysFxsbKxgZGQlZWVlCY2Oj8N133wl2dnbCjBkzujXuHWloaBAsLS2FiIgItWu5ublCYGCgIAiCUFVVJQAQNm/erFLn73//u2BpaSns2LHjiX25uLgI1tbWKmWRkZHC1atX1eryc6Ddz8GSJUuEJUuW9Oi9A1VPft9Rz3G8iYhIT9J6nfTIZDJBIpEIoaGhyrLGxkbBzMxMWL16tSAI//2yW19fr6zz17/+VQCg8uX4m2++EQAIqampyrJZs2YJEyZMUOmzoKBAACCsX7++SzE0NjYKEolEmD17tko7hw8fVvkS29V6gtD5l12ZTKYsa/uiXFxcrCybMmWK8Nvf/laljz/+8Y/CoEGDhEePHgm9tXnzZsHNzU2oq6tTKW9sbBQmT54slJWVCYLQcdLTHS4uLgIAtVdnSQ8/B49p+nPApKf7+CVctzjeRESkJ2m93sjg+vXraGxsxLhx45Rl5ubmGDFiBK5du9bh+0xNTQEALS0tyrK2NRtyubzTPj09PWFtbY2CgoIuxVBcXIzGxkbMmjWr03a7Wq872u7zl/fU1NQEsVisUq+1tRUmJiZqa3O66/PPP0daWhq+/PJLWFpaqlyLiYnBH//4Rzg4OPSqj1+ztrZGTU2N8s9RUVFdfi8/B5r9HJSVlSEtLa3ngQ4wFy5cAACOmY60jTcREZGu9TrpaWhoAAC8/fbbaue92Nvb97b5DpmYmCi/QD4phrKyMgDocA1Lm67W6y1/f3988MEHyMrKwpw5c1BYWIjMzEy8+OKLvUp6UlNTsWfPHuTk5GDkyJEq13Jzc3H16lXs2bOnt+E/kbY3SPglfg5UXbx4ESEhIRqO1PBxzIiIiAxbrzcyaPtiGB8frzyrpe2lrf/Va2lpQXV1NaRSaZdiaPvf9EePHnXablfr9da2bdvwu9/9DmFhYbCyssKiRYsQHBzcpfNiOvLhhx/i4MGDOHPmjFrCAwDJycn46quvMGjQIOXhoW3jFhsbC5FIhG+//bbH/esDPwfqlixZonbvfHX8atvkQt9xDJTXLzcVISIi0qVeJz1tO251dpq9pn399ddQKBR47rnnuhTDuHHjMGjQIPzzn//stN2u1uutwsJClJSUoKqqCnK5HLdv30ZSUlKPDgoUBAEbNmzA1atXkZmZicGDB7dbLyUlRe0LSFVVFYDHu7kJgoDJkyf36r5+7aeffsLKlSs12uYv8XNARERERF3R66RHLBZj5cqVOHz4MJKSklBXV4fW1laUlZXhp59+0kSMaG5uRm1tLVpaWnD58mVERETgmWeeQVhYWJdiGD58OBYvXoyjR48iOTkZdXV1KCgoUDsLpav1euvNN9+EVCrFw4cPe93Wv//9b7z//vvYv38/TExMlLM4ba+//OUv3W4zOzu7V1tWC4IAmUyGjIwMWFlZ9aiN9vBzQEREREQ9IvxKT3bXefTokbBhwwZBKpUKxsbGwvDhw4XFixcLhYWFQkJCgiCRSAQAwrPPPiucO3dO2L17t2BtbS0AEOzs7IRDhw4Jqampgp2dnQBAsLGxEQ4fPiwIgiCkpKQIM2fOFGxtbQVjY2Nh2LBhwrJly4Rbt251OQZBEIT6+nrhtddeE4YNGyYMHjxY8PX1Fd555x0BgODo6Cjk5+d3ud6HH34ojBgxQgAgSCQSITAwUNi3b5/yPkeNGiWUlJQIH3/8sWBlZSUAEJ555hnl1spnzpwRhg0bprLbmYmJiTBmzBghIyOjW2N/9erVdndPa3t98MEHHb63o93bTp48KVhaWgq7du3q8L2ff/55hzu3/fL19ttvC4Ig8HOg5c+BIHD3tp7gbmK6xfEmIiI9SRMJgiD8MglKS0tDSEgIflVMGpSUlISioiLEx8cry5qbm7Fx40YkJSXhwYMHMDc312OEpAua/hwsXboUAJCenq7xWA0Vf9/pFsebiIj0JL3Xu7dR9/z888+IiIhQW3diamoKqVQKuVwOuVzOpMfA8XNAREREpDu9XtND3WNubg4TExMkJyejoqICcrkc5eXl+OSTT/DOO+8gNDQU5eXlamtz2nuFhobq+3aoh7ryOdDkeigiIiKigYxJj45ZW1vjyy+/xA8//AA3NzeYm5vDw8MDKSkp2L17N/76179i9OjRXdr+NTU1Vd+3Qz3Ulc8B9X2nT5/Gpk2boFAosHDhQkilUojFYjg4OCAoKEh5cG5PKBQKxMfHw8fHp1cx7tq1q93/NPnlIb5tcnNzMXXqVEgkEtjb22PDhg0qW7cfO3YM7733HlpbW3sVExERka7x8TY98PPzwz/+8Q99h0F6xs9B/7Z161Z8//33OHToEBQKBc6dO4fMzEw899xzqKiowBtvvIFp06bh3//+d7tnZ3WmqKgIK1euxL/+9S9MmDBBS3egqrCwEHPmzMH69evx5ZdfoqCgAIGBgaiqqsKnn34KAAgMDMTNmzcxa9YsZGZmYsiQITqJjYiIqLc400NEGiOTyXo9M9EX+niS3bt3IzU1FWlpabC0tAQAeHt7w9fXFxKJBE5OToiNjUVtbS0OHDjQrbbz8/OxceNGhIeHY+LEiRqJ929/+5vaTPEPP/ygUmfnzp0YMWIEtm/fDgsLC3h7e2PDhg04cOAArl27pqwXGRmJCRMmwN/fHy0tLRqJj4iISNuY9BCRxiQnJ6OysrLf99GZ4uJibNmyBdu3b4dYLAYAGBsb4/jx4yr1nJ2dAQAlJSXdan/ChAnIyMjA8uXLYWZmppmgn6ClpQUnTpzA9OnTIRKJlOXz5s2DIAjIyspSqb9t2zZcuXIFCQkJOomPiIiot5j0EA1ggiBgz549GDNmDMzMzGBjY4MFCxao/M9+REQETE1NMWLECGXZmjVrYGFhAZFIhHv37gEAoqKiEB0djZKSEohEIri6uiIxMRFisRi2trZYtWoV7O3tIRaL4ePjg0uXLmmkDwA4depUrw7U7Y7ExEQIgoDAwMBO68lkMgDoFxtS3LhxAw8fPoRUKlUpd3FxAQC1tUk2NjaYPn06EhISuP00ERH1C0x6iAawbdu2YdOmTdi8eTMqKytx9uxZ3LlzB35+fqioqADw+Et+cHCwyvv27duH7du3q5QlJCRg/vz5cHFxgSAIKC4uRkREBMLCwtDY2IjIyEiUlpbi8uXLaGlpwezZs3Hnzp1e9wFAubBeoVBobnA6cOLECbi7u0MikXRa75tvvgEA+Pr6aj2mJ9m0aRNsbGxgamoKJycnLFiwAHl5ecrrP//8MwAoH9VrIxaLYW5urvws/NKkSZNw9+5d5Ofnazd4IiIiDWDSQzRAyWQy7NmzB4sWLcKKFStgbW0NT09PfPTRR7h37x4+/vhjjfVlbGysnE3y8PBAUlIS6uvrkZKSopH2AwICUFdXhy1btmikvY40NDTg5s2byhmQ9lRUVCA1NRWRkZHw9vZ+4oyQtr3yyis4duwY7ty5g4cPH+Lw4cO4ffs2pk+fjsLCQgBQ7tBmZGSk9n4TExPlrNUvjRo1CgBw9epVLUZPRESkGUx6iAaowsJCPHz4EJMnT1YpnzJlCkxNTVUeP9O0yZMnQyKRqDxG1x9UVlZCEIROZ3m8vb0RGRmJBQsWIDs7GyYmJjqMUN3TTz+NSZMmYfDgwTA1NYWXlxdSUlIgk8mwb98+AFCuTWpvY4Lm5uZ2D8ltG4P2ZoGIiIj6Gm5ZTTRA1dTUAAAGDx6sdm3IkCGor6/Xav9mZmaoqqrSah+a1tTUBACdbjBga2uL5ORkjB07VldhdZunpyeMjIzw448/AoByLVVdXZ1KvcbGRjQ1NcHe3l6tjbZEqG1MiIiI+jLO9BANUG1nrLSX3NTU1MDR0VFrfcvlcq33oQ1tX/Q7O5xz+PDhff78GoVCAYVCoUzenJycYGlpiVu3bqnUa1szNX78eLU2mpubAaDdWSAiIqK+hkkP0QA1btw4DB48GN9++61K+aVLl9Dc3Izf/OY3yjJjY2PI5XKN9Z2TkwNBEODl5aW1PrTB1tYWIpEItbW1HdY5fvw4HBwcdBhV537/+9+rleXl5UEQBHh7ewN4PPb+/v44e/asymYQ2dnZEIlE7a5LahsDOzs7LUVORESkOUx6iAYosViM6OhofP755zh48CDq6upw9epVhIeHw97eHm+88YayrqurK6qrq5GZmQm5XI6qqiq1WQEAGDp0KMrLy1FaWor6+nplEqNQKPDgwQO0tLSgoKAAUVFRkEqlCAsL00gf2dnZOtmyWiKRwNnZGWVlZe1eLy4uhp2dHUJCQtSuhYaGws7ODpcvX9ZILF1t7+7du0hNTUVNTQ3kcjkuXLiA1157DVKpFOHh4cp6W7ZsQUVFBbZu3YqGhgZcuHABH3zwAcLCwuDu7q7WbtsYeHp6auR+iIiItIlJD9EAtnXrVsTFxWHHjh146qmnMH36dDz77LPIycmBhYWFst7q1asxc+ZMLFu2DO7u7ti5c6fysSZvb2/l1tPh4eGwtbWFh4cH/P39UV1dDeDxug9PT0+Ym5vDz88Pbm5u+Prrr1XWxvS2D10JCAhAYWFhuzuadXZmTXNzMyorK9UO+vy1ixcvwtfXFyNHjsSlS5eQn58Pe3t7TJ06FWfPnu12e3PnzsXbb78NR0dHSCQSBAcHY+rUqbh48SKGDRumrDd27Fh88cUX+PLLLzFs2DAsXrwYr776Kv73f/+33Xbz8vLg4ODQ7qNvREREfY1I+NW/0mlpaQgJCeGBc0T9zNKlSwEA6enpeo5E1apVq5Ceno779+/rOxQ1Pfl9V1xcjDFjxiAlJQUrVqzo8vsUCgVmzJiBsLAwvPrqqz0JV6vtdcf9+/fh6OiIXbt2ITo6usvv478vRESkJ+mc6SEirets4X9/4+rqih07dmDHjh14+PBhl97T2tqKzMxM1NfXIzQ0tNcxaLq97tq2bRsmTpyIiIgInfdNRETUE0x6iIi6adOmTVi6dClCQ0M73dSgTU5ODjIyMpCdnd3pGT9dpen2umPPnj24cuUKTp48qfcziIiIiLqKSQ8RaU1MTAxSUlJQW1sLJycnHD16VN8haUxsbCwiIiLw7rvvPrHurFmzcOjQIeV5OL2l6fa6KisrC48ePUJOTg5sbGx02jcREVFv8HBSItKauLg4xMXF6TsMrZkzZw7mzJmj7zB0JigoCEFBQfoOg4iIqNs400NERERERAaNSQ8RERERERk0Jj1ERERERGTQmPQQEREREZFB63Ajg7aDDomof7h48SIA/ux2R1lZGQCOma60jTcREZGuiYRfHY194cIF7NmzR1/xEPUrP//8M77//nvMmzdP36EQ9Rvp6en6DoGIiAaWdLWkh4i6Li0tDSEhIeCPEREREVGflc41PUREREREZNCY9BARERERkUFj0kNERERERAaNSQ8RERERERk0Jj1ERERERGTQmPQQEREREZFBY9JDREREREQGjUkPEREREREZNCY9RERERERk0Jj0EBERERGRQWPSQ0REREREBo1JDxERERERGTQmPUREREREZNCY9BARERERkUFj0kNERERERAaNSQ8RERERERk0Jj1ERERERGTQmPQQEREREZFBY9JDREREREQGjUkPEREREREZNCY9RERERERk0Jj0EBERERGRQWPSQ0REREREBo1JDxERERERGTQmPUREREREZNCY9BARERERkUFj0kNERERERAaNSQ8RERERERk0Jj1ERERERGTQmPQQEREREZFBY9JDREREREQGjUkPEREREREZNGN9B0DUX8jlcjx8+FClrKGhAQDw4MEDlXKRSIQhQ4boLDYiIiIi6hiTHqIuqq6uhoODA1pbW9WuDR06VOXPM2fOxJkzZ3QVGhERERF1go+3EXWRnZ0dpk2bhkGDOv+xEYlEWLZsmY6iIiIiIqInYdJD1A1/+MMfnljHyMgIixYt0kE0RERERNQVTHqIumHx4sUwNu74qVAjIyPMnTsXw4YN02FURERERNQZJj1E3WBlZYV58+Z1mPgIgoAVK1boOCoiIiIi6gyTHqJuWrFiRbubGQCAqakpXnzxRR1HRERERESdYdJD1E0vvvgiJBKJWrmJiQkWLlwICwsLPURFRERERB1h0kPUTWKxGIsWLYKJiYlKuVwux/Lly/UUFRERERF1hEkPUQ+89NJLkMvlKmVWVlaYPXu2niIiIiIioo4w6SHqgRdeeEHlQFITExMsW7YMpqameoyKiIiIiNrDpIeoB4yNjbFs2TLlI25yuRwvvfSSnqMiIiIiovYw6SHqoWXLlikfcbOzs4Ovr6+eIyIiIiKi9jDpIeohHx8fODg4AABefvllDBrEHyciIiKivqjjo+X7mLKyMpw/f17fYRCpmDJlCu7evYthw4YhLS1N3+EQqQgODtZ3CERERH2CSBAEQd9BdEVaWhpCQkL0HQYRUb/RT369ExERaVt6v3seRxAEvvjS+OvIkSM9/nylp6frPX59vQDgyJEjeo+DL9VX2+eZiIiIHut3SQ9RX7NkyRJ9h0BEREREnWDSQ0REREREBo1JDxERERERGTQmPUREREREZNCY9BARERERkUFj0kNERERERAaNSQ+RBp08eRLW1tY4fvy4vkPpt06fPo1NmzZBoVBg4cKFkEqlEIvFcHBwQFBQEAoKCnrctkKhQHx8PHx8fHoV465duyASidRe48aNU6ubm5uLqVOnQiKRwN7eHhs2bMCjR4+U148dO4b33nsPra2tvYqJiIiIOsakh0iD2s6uoZ7ZunUrEhMTERMTA4VCgXPnzuGzzz5DdXU1cnNzIZPJMG3aNJSXl3e77aKiIkybNg3r1q1DY2OjFqJXV1hYiDlz5mDWrFmoqqrC559/jk8//RTh4eHKOoGBgRCLxZg1axZqamp0EhcREdFAw6SHSIMCAgJQW1uL+fPn6zsUyGSyXs9o6NLu3buRmpqKtLQ0WFpaAgC8vb3h6+sLiUQCJycnxMbGora2FgcOHOhW2/n5+di4cSPCw8MxceJEjcT7t7/9Te1Q0B9++EGlzs6dOzFixAhs374dFhYW8Pb2xoYNG3DgwAFcu3ZNWS8yMhITJkyAv78/WlpaNBIfERER/ReTHiIDlZycjMrKSn2H0SXFxcXYsmULtm/fDrFYDAAwNjZWe0zQ2dkZAFBSUtKt9idMmICMjAwsX74cZmZmmgn6CVpaWnDixAlMnz4dIpFIWT5v3jwIgoCsrCyV+tu2bcOVK1eQkJCgk/iIiIgGEiY9RBqSm5sLqVQKkUiEvXv3AgCSkpJgYWEBiUSCrKwszJs3D1ZWVnB0dMThw4eV701MTIRYLIatrS1WrVoFe3t7iMVi+Pj44NKlS8p6ERERMDU1xYgRI5Rla9asgYWFBUQiEe7duwcAiIqKQnR0NEpKSiASieDq6goAOHXqFKysrBAbG6uLIemyxMRECIKAwMDATuvJZDIAgJWVlS7C6pUbN27g4cOHkEqlKuUuLi4AoLY2ycbGBtOnT0dCQgIfkyQiItIwJj1EGuLr64vz58+rlK1evRpr166FTCaDpaUljhw5gpKSEjg7O+P111+HXC4H8DiZCQsLQ2NjIyIjI1FaWorLly+jpaUFs2fPxp07dwA8Tg6Cg4NV+ti3bx+2b9+uUpaQkID58+fDxcUFgiCguLgYAJSL5RUKhVbGoKdOnDgBd3d3SCSSTut98803AB6Ptb5t2rQJNjY2MDU1hZOTExYsWIC8vDzl9Z9//hkAlI/qtRGLxTA3N0dFRYVam5MmTcLdu3eRn5+v3eCJiIgGGCY9RDri4+MDKysrDB8+HKGhoWhoaMDt27dV6hgbG2PMmDEwMzODh4cHkpKSUF9fj5SUFI3EEBAQgLq6OmzZskUj7WlCQ0MDbt68qZwBaU9FRQVSU1MRGRkJb2/vJ84Iadsrr7yCY8eO4c6dO3j48CEOHz6M27dvY/r06SgsLAQA5Q5tRkZGau83MTFRzlr90qhRowAAV69e1WL0REREAw+THiI9MDU1BQDlTE9HJk+eDIlEorLo3dBUVlZCEIROZ3m8vb0RGRmJBQsWIDs7GyYmJjqMUN3TTz+NSZMmYfDgwTA1NYWXlxdSUlIgk8mwb98+AFCuTWpvY4Lm5maYm5urlbeNQXuzQERERNRzxvoOgIg6Z2ZmhqqqKn2HoTVNTU0A0OkGA7a2tkhOTsbYsWN1FVa3eXp6wsjICD/++CMAKNdd1dXVqdRrbGxEU1MT7O3t1dpoS4TaxoSIiIg0gzM9RH2YXC5HTU0NHB0d9R2K1rR90e/scM7hw4djyJAhugqpRxQKBRQKhTJ5c3JygqWlJW7duqVSr2191fjx49XaaG5uBoB2Z4GIiIio55j0EPVhOTk5EAQBXl5eyjJjY+MnPhbXn9ja2kIkEqG2trbDOsePH4eDg4MOo+rc73//e7WyvLw8CIIAb29vAI//nvz9/XH27FmVjSOys7MhEonaXZfUNgZ2dnZaipyIiGhgYtJD1IcoFAo8ePAALS0tKCgoQFRUFKRSKcLCwpR1XF1dUV1djczMTMjlclRVVanNJgDA0KFDUV5ejtLSUtTX10Mufip+/AAAIABJREFUlyM7O7vPbVktkUjg7OyMsrKydq8XFxfDzs4OISEhatdCQ0NhZ2eHy5cvaySWrrZ39+5dpKamoqamBnK5HBcuXMBrr70GqVSK8PBwZb0tW7agoqICW7duRUNDAy5cuIAPPvgAYWFhcHd3V2u3bQw8PT01cj9ERET0GJMeIg3Zu3cvpkyZAgDYsGEDgoKCkJSUhPj4eACPH2e6ceMG9u/fj+joaADA3LlzUVRUpGzj/2PvzuOiLPf/8b8GWQYQEA2QRZTFDcWltAQlU1NTT2oqS+o5ueNSgHkMBS1DQcg+SqKe1Iy+JzMB7biTa0SWmh7FBVMBM0FUQFRARtmu3x/+mOPIIgMDs/B6Ph48HnrPNdf1nnuY+z1v7vu+rsePH8Pd3R3Gxsbw8vJCp06d8NNPPync7zJ37lwMGjQI7777Ljp37ozly5fLL4fy8PCQT289Z84cWFtbw83NDSNHjkR+fn6T7If6GDVqFFJTU6ud0ay2NWtKSkqQk5NTZaHP5508eRIDBgyAnZ0dTp06hfPnz8PW1hb9+/dHcnKy0v299dZbWLJkCRwcHGBiYgIfHx/0798fJ0+eRJs2beTtunXrhoMHD+LQoUNo06YNxo8fj2nTpuFf//pXtf2ePn0a9vb21V76RkRERPUnEVqyCl58fDx8fX25aB81Ck34/Zo9ezYSEhJw7949tcWgLIlEgri4uCprBykrPT0dXbt2RWxsLCZPnlzn51VUVOCNN97AlClTMG3atAbF0Bj9KePevXtwcHDAihUr5EVxfWnC7zMREZEGSeCZHiINUtvN/LrM1dUVYWFhCAsLQ1FRUZ2eU15ejl27dqGwsBB+fn4NjkHV/Slr2bJl6NWrFwICApp8bCIiIl3XrIqeGTNmwMzMDBKJBCkpKeoORyUeP36MLl26YMmSJVUe27ZtG/r27QszMzO0b98eU6dOla8Sr4ydO3fC2dkZEolE4cfQ0BDW1tZ44403sGrVKty/f18VL4maqcWLF8Pb2xt+fn61TmpQKSkpCTt37kRiYmKta/zUlar7U8bq1auRkpKCAwcOqH0NIiIiIl3UrIqer776Cps3b1Z3GCoVGhqKq1evVtkeFxeHSZMmwdvbG1lZWdi9ezeSk5MxYsSIahdLrM348eNx/fp1uLi4wMLCAkIIVFRUICcnB/Hx8XByckJwcDC6deuGM2fOqOqlNSshISGIjY3Fw4cP4eTkhB07dqg7JLUIDw9HQEAAVq5c+cK2Q4YMwXfffSdfD6ehVN1fXe3evRtPnjxBUlISLC0tm3RsIiKi5qJZFT265rfffsOlS5eqfWzjxo2ws7PDwoULYWFhgV69euHDDz9ESkoKTp061eCxJRIJWrVqhTfeeAOxsbGIj4/H3bt3MWrUqDr9lZ4URURE4MmTJxBC4M8//8SECRPUHZLaDBs2DJGRkeoOo8mMGTMGixcvRosWLdQdChERkc5qdkWPRCJRdwgqIZPJsHDhQkRHR1f7eGZmJmxtbRVeb7t27QCg2umNG2rChAmYMmUKcnJy8OWXX6q8fyIiIiKi+tLpokcIgVWrVqFz584wMjKChYUFFi5cWKVdeXk5Pv74Yzg6OsLY2Bg9evRAXFwcAGDDhg0wNTWFiYkJdu/ejREjRsDc3BwODg74/vvvFfr5+eef8eqrr8LExATm5uZwd3dHQUHBC8eoj9DQUMybNw9WVlbVPu7s7IycnByFbZX38zg7O8u3/fjjjypbt6VyLZnExET5Nm3ct0RERESkW3S66Fm6dCmCg4Ph7++Pu3fv4s6dO1i0aFGVdosWLcJnn32GNWvW4Pbt23j77bcxceJEnDlzBnPnzsX8+fMhk8lgZmaGuLg4ZGRkwNnZGTNnzkRpaSkA4NGjRxg9ejQmTJiA/Px8pKWloVOnTigpKXnhGMr69ddfkZGRgYkTJ9bYJiQkBHfu3EFMTAwKCwuRmpqK6OhoDB8+HP369ZO3q5wt7NkV4+urV69eAIDr16/Lt2nbviUiIiIiHSS0RFxcnFAm3OLiYmFiYiKGDh2qsP37778XAMS5c+eEEELIZDJhYmIi/Pz8FJ5rZGQk5s6dK4QQIjQ0VAAQMplM3mb9+vUCgEhPTxdCCHHp0iUBQOzbt69KLHUZQ5nX1adPH5GVlSWEECI3N1cAEKGhoVXaLlmyRACQ/zg4OIjMzEylxnuWi4uLsLCwqLWNRCIRrVq1EkJo175V9veLngIg4uLi1B0GPYe/z0RERAri9dVQZzWJ9PR0FBcXY8iQIbW2u3r1KoqLi9G9e3f5NmNjY7Rt2xZXrlyp8XmGhoYAID8b4ezsDGtra0yePBmBgYGYMmUKOnTo0KAxqhMSEoJZs2bB3t6+1nahoaH46quvcPToUbz22mvIycnBokWL4OHhgd9++01+f48qPXr0CEIImJubA9C+fQsA3t7eSj+nuVuzZg0SEhLUHQY9IysrS90hEBERaRSdvbytMunXdM9LpUePHgEAlixZorAGzV9//YXi4uI6j2dsbIxjx45hwIABCA8Ph7OzM/z8/CCTyVQ2xvHjx3Hx4kXMmDGj1na3b99GVFQUZs2ahcGDB8PU1BROTk7YvHkzsrOzsWrVqjqPqYxr164BALp06QJAu/YtEREREekunT3TI5VKAQBPnjyptV1lUbRmzRoEBQU1aMxu3bph7969yM3NxerVqxEZGYlu3brJV3dv6BhbtmzB0aNHoadXtVYNDw9HeHg4Tp8+jeLiYpSXl8POzk6hjbm5OVq3bo3U1NR6x1CbH3/8EQAwYsQIANq1byvxjIVyJBIJ5s+fDx8fH3WHQs+Ij4+Hr6+vusMgIiLSGDp7pqd79+7Q09PDzz//XGu7du3aQSqVIiUlpUHjZWdn4/LlywCeftlfuXIlXn75ZVy+fFllY8TGxkIIofCTm5sL4OnlbEII9OnTBw4ODgCenvF5VmFhIfLz8xvl0rY7d+5gzZo1cHBwwLRp0wBo174lIiIiIt2ls0WPlZUVxo8fjx07dmDLli0oKCjAhQsXsGnTJoV2UqkUU6dOxffff48NGzagoKAA5eXlyMrKqlI01CY7OxuzZ8/GlStXUFJSgnPnzuGvv/5Cv379VDZGXTk5OWHQoEHYvHkzkpOTIZPJkJmZCX9/fwDA9OnT5W0TExOVmrJaCIGioiJUVFTIi664uDj0798fLVq0wK5du+T39OjiviUiIiIiLaS+SRSUU5/ZiAoLC8WMGTNEmzZtRMuWLcWAAQPExx9/LJ/J7Pz580IIIZ48eSKCg4OFo6Oj0NfXF1ZWVmL8+PEiNTVVrF+/XpiYmAgAomPHjiIjI0Ns2rRJmJubCwCiffv24tq1a+LGjRvC09NTWFpaihYtWgg7OzsRGhoqysrKXjhGQ9Q0e1teXp4ICgoSrq6uwsjISLRs2VL0799f/Oc//1Fod+DAAWFmZiZWrFhR4xh79uwRPXr0ECYmJsLQ0FDo6ekJAPKZ2l599VURFhYm7t27V+W52rJvOdtV/YCzt2kk/j4TEREpiJcIIYSa6i2lVF6jriXhkpbh71f9SCQSxMXF8Z4eDcPfZyIiIgUJOnt5GxEREREREaDD9/RoiytXrihMtVzTT+UsZUS64siRI1i8eDEqKirwzjvvwNHREVKpFPb29hgzZgwuXLhQ774rKiqwZs0aeHp6NijGN954o8bPZMuWLRXabtu2DX379oWZmRnat2+PqVOn4s6dO7X2//jxY3Tp0gVLliyRb9uzZw+ioqJQXl7eoNiJiIjof1j0qFmXLl2qzMhW3c/27dvVHSqRynzyySdYu3YtQkJCUFFRgV9++QXbtm1Dfn4+jh8/DplMhtdffx3Z2dlK952WlobXX38dH374YaOu1TRgwAD5v+Pi4jBp0iR4e3sjKysLu3fvRnJyMkaMGIGysrIa+wgNDcXVq1cVto0ePRpSqRRDhgzBgwcPGi1+IiKi5oRFD5GGkMlkDT4zoQljvEhkZCS2b9+O+Ph4mJmZAQA8PDwwYMAAmJiYwMnJCeHh4Xj48CG++eYbpfo+f/48Fi1ahDlz5qBXr14NjlUqlaKgoKDKHyH8/f3x0Ucfydtt3LgRdnZ2WLhwISwsLNCrVy98+OGHSElJwalTp6rt+7fffsOlS5eqfSwwMBA9e/bEyJEjay2aiIiIqG5Y9BBpiC1btiAnJ0frx6hNeno6li5dik8//VS+gLC+vj727t2r0M7Z2RkAkJGRoVT/PXv2xM6dOzFp0iQYGRk1ON4ff/xRXphVyszMxKVLlzB48GCFbba2tpBIJPJtleth/fXXX1X6lclkWLhwIaKjo2sce9myZUhJSam1DREREdUNix6iehJCYPXq1ejatSuMjIxgaWmJsWPH4sqVK/I2AQEBMDQ0RNu2beXb5s2bB1NTU0gkEuTl5QEAgoKCsGDBAmRkZEAikcDV1RVr166FVCqFtbU1Zs+eDVtbW0ilUnh6eiqcPWjIGMDTL/bKrNXUEGvXroUQAqNHj661nUwmAwD5mk+aJDIyEoGBgQrbnJ2dqxSTlffzVBZwzwoNDcW8efNgZWVV4ziWlpYYOHAgoqOjOQsbERFRA7HoIaqnZcuWYfHixQgNDUVOTg6Sk5ORmZkJLy8v3L17F8DTL/nPT+e8fv16fPrppwrboqOj8fbbb8PFxQVCCKSnpyMgIABTpkxBcXExAgMDcePGDZw9exZlZWUYOnQoMjMzGzwGAPkN8xUVFarbOTXYv38/OnfuDBMTk1rb/f777wAU75vRBLdu3UJSUhLGjx+vsD0kJAR37txBTEwMCgsLkZqaiujoaAwfPhz9+vVTaPvrr78iIyMDEydOfOF4vXv3xq1bt3D+/HmVvg4iIqLmhkUPUT3IZDKsXr0a48aNw+TJk2FhYQF3d3d8+eWXyMvLw6ZNm1Q2lr6+vvxskpubGzZs2IDCwkLExsaqpP9Ro0ahoKAAS5cuVUl/NXn06BH+/PNPuLi41Njm7t272L59OwIDA+Hh4fHCM0JNLTIyEh988AH09BQPnQMHDkRwcDACAgJgbm6O7t27o7CwEF999ZVCO5lMhqCgIGzYsKFO43Xs2BEAcPHiRdW8ACIiomaKRQ9RPaSmpqKoqAh9+vRR2N63b18YGhrWePO6KvTp0wcmJiYKl9Fpg5ycHAghaj3L4+HhgcDAQIwdOxaJiYkwMDBowghrl52djT179mDKlClVHgsNDcWmTZtw9OhRFBUV4fr16/D09ISHh4f8jBzw9IzQrFmzYG9vX6cxK/dV5ZlDIiIiqh8WPUT1UDmV8PNrtQBAq1atUFhY2KjjGxkZITc3t1HHULXHjx8DQK0TDFhbW+PYsWOIiYmBhYVFU4VWJ1FRUZg5c6Z8AoZKt2/fRlRUFGbNmoXBgwfD1NQUTk5O2Lx5M7Kzs7Fq1SoAwPHjx3Hx4kXMmDGjzmMaGxsD+N++IyIiovph0UNUD61atQKAaoubBw8ewMHBodHGLi0tbfQxGkPlF/jaFt20srKS71tNcufOHWzbtg1z586t8lhaWhrKy8thZ2ensN3c3BytW7dGamoqgKcz5x09ehR6enryBU4rJzIIDw+HRCLBmTNnFPooKSkB8L99R0RERPXDooeoHrp3746WLVtW+ZJ66tQplJSU4JVXXpFv09fXR2lpqcrGTkpKghBC4QZ5VY/RGKytrSGRSPDw4cMa2+zdu7fOl341paioKEyePBmtW7eu8lhl8Xn79m2F7YWFhcjPz5dPXR0bG1tlvZ/Ks3WhoaEQQlS5XLJyX9nY2Kj8NRERETUnLHqI6kEqlWLBggX44YcfsHXrVhQUFODixYuYM2cObG1t4e/vL2/r6uqK/Px87Nq1C6WlpcjNza127ZbWrVsjOzsbN27cQGFhobyIqaiowP3791FWVoYLFy4gKCgIjo6OCveWNGSMxMTEJpmy2sTEBM7OzsjKyqr28fT0dNjY2MDX17fKY35+frCxscHZs2dVEosy/d29exdff/015s+fX+3jTk5OGDRoEDZv3ozk5GTIZDJkZmbKfwemT59e7zgr95W7u3u9+yAiIiIWPUT19sknnyAiIgJhYWF46aWXMHDgQHTo0AFJSUkwNTWVt5s7dy4GDRqEd999F507d8by5cvllys9e6P7nDlzYG1tDTc3N4wcORL5+fkAnt7P4e7uDmNjY3h5eaFTp0746aefFO6NaegYTWXUqFFITU2Vr8PzrNrWoikpKUFOTg52795da/8nT57EgAEDYGdnh1OnTuH8+fOwtbVF//79kZycrHR/APDZZ59h9OjRcHR0rPZxiUSChIQE+Pn5Yfr06bC0tISbmxtu3ryJnTt3wsvL64Vj1OT06dOwt7dHjx496t0HERERARKhJavexcfHw9fXl4v0UaPQ1N+v2bNnIyEhAffu3VN3KNWSSCSIi4ursk5QTdLT09G1a1fExsZi8uTJdR6noqICb7zxBqZMmYJp06bVN9xG668x3Lt3Dw4ODlixYgUWLFig1HM19feZiIhITRJ4podIw9V247+2cXV1RVhYGMLCwlBUVFSn55SXl2PXrl0oLCyEn59fg2NQdX+NZdmyZejVqxcCAgLUHQoREZHWY9FDRE1q8eLF8Pb2hp+fX62TGlRKSkrCzp07kZiYWOsaP3Wl6v4aw+rVq5GSkoIDBw5o1FpFRERE2opFD5GGCgkJQWxsLB4+fAgnJyfs2LFD3SGpTHh4OAICArBy5coXth0yZAi+++47tG3bViVjq7o/Vdu9ezeePHmCpKQkWFpaqjscIiIinaCv7gCIqHoRERGIiIhQdxiNZtiwYRg2bJi6w9A4Y8aMwZgxY9QdBhERkU7hmR4iIiIiItJpLHqIiIiIiEinseghIiIiIiKdxqKHiIiIiIh0GoseIiIiIiLSaVo3e5tEIlF3CKTD+PulPF9fX/j6+qo7DCIiIqIaaU3R4+npibi4OHWHQaTgxIkTiI6O5u8mERERkQaTCCGEuoMg0lbx8fHw9fUFP0ZEREREGiuB9/QQEREREZFOY9FDREREREQ6jUUPERERERHpNBY9RERERESk01j0EBERERGRTmPRQ0REREREOo1FDxERERER6TQWPUREREREpNNY9BARERERkU5j0UNERERERDqNRQ8REREREek0Fj1ERERERKTTWPQQEREREZFOY9FDREREREQ6jUUPERERERHpNBY9RERERESk01j0EBERERGRTmPRQ0REREREOo1FDxERERER6TQWPUREREREpNNY9BARERERkU5j0UNERERERDqNRQ8REREREek0Fj1ERERERKTTWPQQEREREZFOY9FDREREREQ6jUUPERERERHpNBY9RERERESk01j0EBERERGRTmPRQ0REREREOo1FDxERERER6TQWPUREREREpNP01R0AkbbIzc3Ff/7zH4VtZ86cAQBs2rRJYbuZmRnefffdJouNiIiIiGomEUIIdQdBpA2ePHkCa2trFBUVoUWLFgCAyo+PRCKRtystLcV7772Hb775Rh1hEhEREZGiBF7eRlRHRkZGmDBhAvT19VFaWorS0lKUlZWhrKxM/v/S0lIAwMSJE9UcLRERERFVYtFDpISJEyeipKSk1jatWrXC4MGDmygiIiIiInoRFj1EShg0aBCsrKxqfNzAwACTJ0+Gvj5vlyMiIiLSFCx6iJSgp6eHSZMmwcDAoNrHS0tLOYEBERERkYZh0UOkpHfffVd+787z7Ozs4OHh0cQREREREVFtWPQQKenVV19F+/btq2w3NDTEe++9pzCTGxERERGpH4seonr4+9//XuUSt5KSEl7aRkRERKSBWPQQ1cOkSZOqXOLm6uoKd3d3NUVERERERDVh0UNUD126dIGbm5v8UjYDAwNMnTpVzVERERERUXVY9BDV0z/+8Q+0aNECAFBWVsZL24iIiIg0FIseonp69913UV5eDgB4+eWX4eTkpOaIiIiIiKg6LHqI6snR0RGvvfYaAOC9995TczREREREVBOVLBu/evVqnDhxQhVdEWmVJ0+eQCKR4NChQ0hOTlZ3OERN7sMPP2y0tam8vb0bpV8iItJtCQkJVbap5EzPiRMncPLkSVV0RaRRduzYgaysrBofd3BwgI2NDaRSaRNGpdlOnjzJ40EzsWPHDmRmZjZq/7V9/oh0QVZWFnbs2KHuMLQOjw9Undo+Tyo50wMA/fr1q7aqItJmEokE8+fPh4+PT41t0tPT4erq2oRRabbKv87zeKD7mmIh3hd9/oi0XXx8PHx9fXnMVFJd8jM1P5Wfp+rwnh6iBmLBQ0RERKTZWPQQEREREZFOY9FDREREREQ6jUUPERERERHpNBY9RERERESk01j0EDWBAwcOwMLCAnv37lV3KDrjyJEjWLx4MSoqKvDOO+/A0dERUqkU9vb2GDNmDC5cuFDvvisqKrBmzRp4eno2KMY33ngDEomk2p+WLVsqtN22bRv69u0LMzMztG/fHlOnTsWdO3dq7f/x48fo0qULlixZIt+2Z88eREVFoby8vEGxE5F2YZ6p3ezZsxWOwZMnT67SpjHySlhYGNzc3GBubg4jIyO4urrio48+QlFRUZW29ckDmjZupdryaE15ateuXQrv0UsvvdSgGJ7HooeoCQgh1B2CTvnkk0+wdu1ahISEoKKiAr/88gu2bduG/Px8HD9+HDKZDK+//jqys7OV7jstLQ2vv/46PvzwQxQXFzdC9E8NGDBA/u+4uDhMmjQJ3t7eyMrKwu7du5GcnIwRI0agrKysxj5CQ0Nx9epVhW2jR4+GVCrFkCFD8ODBg0aLn4g0C/PMi7Vu3RqJiYm4evUqtmzZovBYY+WVY8eO4f3338eNGzeQl5eHiIgIREdHV1l8ub55QNPGBV6cR2vKU2PGjEFWVhaSk5MxcuTIeo1dK6ECEyZMEBMmTFBFV0QaBYCIi4tTdxgqVVxcLDw8PBqt/8Y+HqxcuVJ06tRJyGQyIYQQpaWl4m9/+5tCm99//10AEOHh4Ur1nZKSIsaNGye2bt0qevXqJXr27NmgWIcPHy4KCgqqbPf39xdHjx6V/3/QoEHCzs5OVFRUyLetW7dOABDHjx+vtu9ff/1VDBs2TAAQoaGhVR4PCAgQHh4eorS0tEGvoTaN/fnQxc8f0fPi4uKEir6OaYzGzjNCKH988Pf3F/b29tU+1ph5ZdSoUaKsrExhm4+PjwAgbt68Kd9WnzygieMqk0dry1OBgYGiTZs2So9fy+cpnmd6iJqZLVu2ICcnR91h1Et6ejqWLl2KTz/9FFKpFACgr69f5XIOZ2dnAEBGRoZS/ffs2RM7d+7EpEmTYGRk1OB4f/zxR5iZmSlsy8zMxKVLlzB48GCFbba2tgqLfbZr1w4A8Ndff1XpVyaTYeHChYiOjq5x7GXLliElJaXWNkREjUGb8kxj55V9+/ahRYsWCtsqL9t69iyIsnlAU8dVJo82dZ5i0UPUyI4fPw5HR0dIJBKsW7cOALBhwwaYmprCxMQEu3fvxogRI2Bubg4HBwd8//338ueuXbsWUqkU1tbWmD17NmxtbSGVSuHp6YlTp07J2wUEBMDQ0BBt27aVb5s3bx5MTU0hkUiQl5cHAAgKCsKCBQuQkZEBiUQiX1j1xx9/hLm5OcLDw5til9Tb2rVrIYTA6NGja20nk8kAAObm5k0RllIiIyMRGBiosM3Z2bnKF4TK66krE+2zQkNDMW/ePFhZWdU4jqWlJQYOHIjo6Ghe9kKk45hn6k8deeXWrVswNjaGk5OTfJuyeUCbxq1JU+cpFj1EjWzAgAH47bffFLbNnTsX8+fPh0wmg5mZGeLi4pCRkQFnZ2fMnDkTpaWlAJ4mmSlTpqC4uBiBgYG4ceMGzp49i7KyMgwdOhSZmZkAnh60fXx8FMZYv349Pv30U4Vt0dHRePvtt+Hi4gIhBNLT0wFAfjNhRUVFo+wDVdm/fz86d+4MExOTWtv9/vvvABTvm9EEt27dQlJSEsaPH6+wPSQkBHfu3EFMTAwKCwuRmpqK6OhoDB8+HP369VNo++uvvyIjIwMTJ0584Xi9e/fGrVu3cP78eZW+DiLSLMwz9dfUeaW4uBjHjh3DzJkzYWhoKN+uTB7QpnFfpCnzFIseIjXz9PSEubk5rKys4Ofnh0ePHuHmzZsKbfT19dG1a1cYGRnBzc0NGzZsQGFhIWJjY1USw6hRo1BQUIClS5eqpL/G8OjRI/z5559wcXGpsc3du3exfft2BAYGwsPD44V/uWtqkZGR+OCDD6Cnp3joHThwIIKDgxEQEABzc3N0794dhYWF+OqrrxTayWQyBAUFYcOGDXUar2PHjgCAixcvquYFEJFWYp6pnjrySkREBGxtbbFixQqF7XXNA9o27os0ZZ5i0UOkQSr/+lL5F7ia9OnTByYmJrhy5UpThKURcnJyIISo9a9xHh4eCAwMxNixY5GYmAgDA4MmjLB22dnZ2LNnD6ZMmVLlsdDQUGzatAlHjx5FUVERrl+/Dk9PT3h4eMj/ygo8/YvcrFmzYG9vX6cxK/fV3bt3VfIaiEj7Mc/8T1PnlR9++AHx8fE4ePBglfs965oHtGncumjKPMWih0hLGRkZITc3V91hNJnHjx8DQK03RlpbW+PYsWOIiYmBhYVFU4VWJ1FRUZg5c6b8RtlKt2/fRlRUFGbNmoXBgwfD1NQUTk5O2Lx5M7Kzs7Fq1SoAT6/Zv3jxImbMmFHnMY2NjQH8b98RESlD1/NMU+aV7du3IzIyEklJSejQoYPCY3XNA9o0bl01ZZ5i0UOkhUpLS/HgwQM4ODioO5QmU3lgrG3RTSsrK7Rq1aqpQqqzO3fuYNu2bZg7d26Vx9LS0lBeXg47OzuF7ebm5mjdujVSU1MBPJ0N6ejRo9DT05Mv3FY5kUF4eDgkEgnOnDmj0EdJSQmA/+3OpVOUAAAgAElEQVQ7IqK6ag55pqnySkxMDLZu3Ypjx45VOdYDdc8D2jKuMpoyT7HoIdJCSUlJEEIo3GSor6//wssVtJm1tTUkEgkePnxYY5u9e/fW+dKvphQVFYXJkyejdevWVR6r/EJx+/Zthe2FhYXIz8+XTx0aGxsLIYTCT+VfYENDQyGEQJ8+fRT6qNxXNjY2Kn9NRKTbmkOeaey8IoRAcHAwLl68iF27dqFly5bVtqtrHtD0ceujKfMUix4iLVBRUYH79++jrKwMFy5cQFBQEBwdHRXuD3F1dUV+fj527dqF0tJS5ObmVjvHfuvWrZGdnY0bN26gsLAQpaWlSExM1MipRJ9lYmICZ2dnZGVlVft4eno6bGxs4OvrW+UxPz8/2NjY4OzZsyqJRZn+7t69i6+//hrz58+v9nEnJycMGjQImzdvRnJyMmQyGTIzM+Hv7w8AmD59er3jrNxX7u7u9e6DiJqH5phnGjuvXL58GZ999hk2b94MAwMD+Vn6yp/PP/8cgHJ5QJPHrY+mzFMseoga2bp169C3b18AQHBwMMaMGYMNGzZgzZo1AIAePXrg+vXr2Lx5MxYsWAAAeOutt5CWlibv4/Hjx3B3d4exsTG8vLzQqVMn/PTTTwrXIc+dOxeDBg3Cu+++i86dO2P58uXy08XP3pA4Z84cWFtbw83NDSNHjkR+fn6T7AdVGDVqFFJTU+XrJTyrtjn+S0pKkJOTg927d9fa/8mTJzFgwADY2dnh1KlTOH/+PGxtbdG/f38kJycr3R8AfPbZZxg9ejQcHR2rfVwikSAhIQF+fn6YPn06LC0t4ebmhps3b2Lnzp3w8vJ64Rg1OX36NOzt7dGjR49690FEmo95pv4aM6/Ude0ZZfKAJo8L1D2PVmrSPCVUYMKECWLChAmq6IpIowAQcXFxao3B399ftG7dWq0xKKMxjwdpaWlCX19ffPvtt0o9r7y8XHh5eYktW7aoJA5V99cY8vLyhFQqFZ9//nmjjdHYnw9N+PwRNba4uDihoq9j9aZteUYI5Y8P/v7+wt7evsp2TckrzXHc2vJUYGCgaNOmjdJ91vJ5iueZHiItUNtNls2Jq6srwsLCEBYWhqKiojo9p7y8HLt27UJhYSH8/PwaHIOq+2ssy5YtQ69evRAQEKDuUIhICzSHPCOTyXDw4EGkpaXJb6DXhLxSV7o27vN5SgiB7OxsHD9+XL6orSqx6CEirbJ48WJ4e3vDz8+v1ptPKyUlJWHnzp1ITEx84YrbdaHq/hrD6tWrkZKSggMHDmjUWkVEROqUn5+Pt956C506dcK0adPk29WdV+pKl8atLk/t3r0b9vb28PLywv79+1UyzrN0puiZOnUqpFIpJBKJ1q1JERUVhS5dusDY2Bimpqbo0qULli5dioKCAoV2K1asqHIzmkQiQffu3ZUec+fOnXB2dq7Sl1QqhZOTE6ZNm4Y///xTVS9Rq98fdQoJCUFsbCwePnwIJycn7NixQ90haYTw8HAEBARg5cqVL2w7ZMgQfPfdd2jbtq1KxlZ1f6q2e/duPHnyBElJSbC0tFR3OE3qwIEDsLCwwN69e9UdSoMoc6w/fvw4+vfvDxMTE9ja2iI4OBhPnjxResyTJ0+ia9eu8inRbWxsqqzcrm7P5622bdti8uTJ6g5L6zWXPPPll18qzH65detWhcfVmVfqSlfGrSlPjR07VuE9ysvLU8l4lfRV2psaxcbGwt7eXqNmBamrX375BTNnzsQ//vEPGBsbIzExEZMmTcKpU6dw6NChRhlz/PjxGD9+PFxdXZGXl4cHDx6goqICeXl5OHjwIGbPno39+/fj8uXLaNOmTYPH0+b3R50iIiIQERGh7jA00rBhwzBs2DB1h6FxxowZgzFjxqg7DLUQdbx5V1ekpqZi2LBh+Oc//4lDhw7hwoULGD16NHJzc/H1118r1Ve/fv3wxx9/4K233sLBgwdx9epVjVvz6vm8defOHXWHpBOYZ/6HeaVpqCtP6cyZHm1maGiIefPmwcrKCi1btoS3tzfGjh2Lw4cPV5k7/dtvv62yVselS5dUEoeenh6sra3x97//He+//z5ycnJw5MgRlfRNRNTYRo0ahYcPH+Ltt99WdyiQyWTw9PSs9/Prcqxfvnw52rZti08//RSmpqbw8PBAcHAwvvnmG1y5cqWhL0HtGroPiYiepZNFj0QiUXcISvnhhx8glUoVtlUuhFXXm+pUzdXVFQAa5S9p2vb+EBEpa8uWLcjJyWm0/svKyrB//34MHDhQ4Zg6YsQICCHqNJ26pmvsfUhEzYtaip7PPvsMJiYmMDMzQ05ODhYsWAB7e3tcvXoV5eXl+Pjjj+Ho6AhjY2P06NEDcXFx8uf+/PPPePXVV2FiYgJzc3O4u7sr3Puip6eH/fv3Y8SIEbCwsICtrW2V0/y//PIL3NzcYGFhAalUCnd3dxw8eBAAsHbtWkilUlhbW2P27NmwtbWFVCqFp6cnTp06pdDPi2JtiLS0NLRq1Qrt27dX+rk//vhjgxcAq5y7v2fPngrb+f4QkSY6fvw4HB0dIZFIsG7dOgDAhg0bYGpqChMTE+zevRsjRoyAubk5HBwc8P3338ufW9fjSkBAAAwNDRWua583bx5MTU0hkUjk158HBQVhwYIFyMjIgEQikf8RSZWuX7+OoqKiKus/ubi4AAAuXLgg39aQnKDt+7C2fDJjxgz5/UEuLi44d+4cgKf3oJqYmMDCwgJ79uwBUHs+qe07DRFpEKUnwK5GfdblCA0NFQBEYGCgiImJEePGjRN//PGH+Oc//ymMjIzEjh07xP3790VISIjQ09MTp0+fFkVFRcLc3FxERUUJmUwm7ty5I8aNGydyc3MV+jx69Kh48OCByM/PFyNHjhRGRkbi0aNH8rETEhLEsmXLRH5+vrh3757o16+fwlzg/v7+wtTUVFy+fFk8fvxYpKamir59+wozMzNx8+ZNebvaYq2PkpISkZWVJWJiYoSRkVGVOeOXL18uHBwcRKtWrYSBgYHo0KGDGDNmjPj9998V2u3bt0+YmZmJsLCwF47p4uIiLCws5P+/f/+++Oabb4SJiYkYNWpUlfbN7f0B1wlRGtftaj4a+/OhbP+ZmZkCgIiJiZFve/a48/DhQ5GTkyO8vLyEqampKCkpkber63Fl0qRJwsbGRmHcVatWCQDyY50QQowfP164uLjU52XX6Vj/888/CwBi1apVVZ5vbGwshgwZIv+/Mjlh+PDhAoC4f/++fJum7cPn81ZtXpRPxo8fL1q0aCFu3bql8LyJEyeKPXv2yP//onxS03eautCEdXq0EfMzVae2dXrUXvTIZDL5NplMJkxMTISfn598W3FxsTAyMhJz584Vly5dEgDEvn376tznv//9bwFAXLp0qcZYIiIiBACRk5MjhHh64H7+gHr69GkBQHz66ad1irU+bGxsBADRpk0b8cUXXygkEyGEuHnzpjh79qwoLCwUT548ESdOnBC9e/cWxsbGtb6+2ri4uAgACj8SiUSsWLGiyvjN8f3hQVV5LHqaD20qep497qxfv14AEOnp6fJtdTmuCNE0RU9djvWHDh0SAMTq1aurPN/c3Fx4enrWa+zaih5N2YfKFD3Pez6fHDlyRAAQK1askLd5+PCh6NixoygrKxNC1C2fVLeP6opFT/0wP1N1tGZx0qtXr6K4uFhhWk5jY2O0bdsWV65cgbOzM6ytrTF58mQsW7YMN27ceGGflXN/l5aWvrBNbQtz9enTByYmJvKbQ18Ua31kZmYiJycH27Ztw//7f/8PvXv3VrieuV27dujduzdatmwJQ0ND9OvXD7GxsZDJZFi/fn29xgQACwsL+Y2yCxcuhBACFhYWVdb3aK7vj6+vb7XTx/Kn+p8dO3Zgx44dao+DP43/o60MDQ0B1H7cAaoeV5pKXY71lfeBlpWVVXl+SUkJjI2NGzVGTd+HNXk+nwwePBidOnXC119/LZ/9b/v27fDz80OLFi0ANE6+r466P8/a9gMwP/On6o+vr2+NnzGNmrL60aNHAIAlS5ZgyZIlCo/Z2trC2NgYx44dw6JFixAeHo6wsDD4+PggNjZWqQP8/v37sWrVKqSmpqKgoOCFB+1KRkZGyM3NrVOs9WFgYAArKysMGzYMTk5O6NSpEyIiIhAdHV3jc9zd3dGiRQtcu3atXmM+b+nSpfj2228REhKCMWPGoF27dvLHmuv7ExQUBA8PD6We05ytWbMGADB//nw1R0KNrbbkoiuePa6o0/PH+sp7Yp5fz624uBiPHz+udx5qDOrchy/KJxKJBLNnz8aHH36Io0eP4s0338S///1vfPfdd/I2jZHvq8N7TpXj6+vL/ExVnDhxosbvzRpV9FhZWQF4+qUpKCio2jbdunXD3r17kZubi9WrVyMyMhLdunXD0qVL6zTGzZs38c4772DcuHH4+uuvYWdnh5iYGHz00Ue1Pq+0tBQPHjyAg4NDnWNtCFdXV7Ro0QKpqam1tquoqEBFRQWMjIxUMq6ZmRkiIyMxZcoUzJ07V2GRv+b6/nh4eMDHx6dBfTQnCQkJAMB91gzoetHz/HFFnZ4/1js5OcHMzAx//fWXQrv09HQAQI8ePZo8xuo09T5MTk7Gf//7X8yfP7/O+WTKlCkICQnBV199hXbt2sHc3FxhEqHGzveVeMxUjq+vL/MzVaumokejLm9r164dpFIpUlJSqn08Ozsbly9fBvD0ILRy5Uq8/PLL8m11cfHiRZSWlmLu3LlwdnaGVCqFRPLiyzSSkpIghEC/fv3qFGtd3bt3DxMnTqyyPS0tDeXl5QpnWoYPH16l3enTpyGEUOlfOv7xj3/gtddew759+xAfHy/f3hzfHyJqvp4/rgCAvr5+nc8+11ddjvX6+voYOXIkkpOTUVFRIW+XmJgIiUSC0aNHN2qMddXU+/C///0vTE1NAdQ9n1haWsLX1xe7du3C559/jpkzZyo8znxCpBs0quiRSqWYOnUqvv/+e2zYsAEFBQUoLy9HVlYWbt++jezsbMyePRtXrlxBSUkJzp07h7/++kvhYPoildN7HjlyBI8fP0ZaWlqVqY6Bp39Vu3//PsrKynDhwgUEBQXB0dERU6ZMqVOsdWVqaopDhw7h2LFj8lPv586dw3vvvQdTU1N8+OGH8ra3bt3C9u3b8eDBA5SWluLEiROYMWMGHB0dMWfOHHm7xMTEBk1ZLZFIsHbtWkgkEgQEBOD+/ft1es26+P4QUfPxouMK8PQsfH5+Pnbt2oXS0lLk5uZWOdsCAK1bt0Z2djZu3LiBwsJCpb7k1/VYv3TpUty9exeffPIJHj16hBMnTmDVqlWYMmUKOnfuLG/X0JygDHXtw9LSUty9exdJSUnyoqeu+QQA5syZgydPnmDfvn1VFrdlPiHSEaqYKUHZ2ZqioqKEsbGxACDatWunMDXzkydPRHBwsHB0dBT6+vrCyspKjB8/XqSmpoobN24IT09PYWlpKVq0aCHs7OxEaGioKCsrU+izY8eOIiMjQ2zdulVYWloKAMLBwUE+601wcLBo3bq1aNWqlfD29hbr1q0TAISLi4u4efOm8Pf3FwYGBsLe3l7o6+sLc3NzMXbsWJGRkaHwOmqLVRmjR48WTk5OomXLlsLIyEi4uLgIPz8/cfHiRYV2CxYsEC4uLsLU1FTo6+sLBwcHMXPmTJGdna3Q7sCBA8LMzExhNprn/frrr6JTp07yGdvs7OzE7NmzFdpMmTJFABCtWrUSK1eubJbvDzg7jNI4e1vz0difD2X6j4mJEW3bthUAhImJiRg9erRYv369MDExUTjubNq0SZibmwsAon379uLatWtCCFHn48q9e/fEoEGDhFQqFU5OTuKDDz4QCxcuFACEq6urfGrms2fPivbt2wtjY2MxYMAAcefOnTq/7roe64V4OnX1q6++KoyMjIStra1YuHChePz4sUKbuuSEkydPim7dugk9PT0BQLRt21aEh4dr1D7817/+Ve2Mo8///PDDD/KxXpRPntW7d2+xePHiavdPbfmktu80dcHZ2+qH+ZmqU9vsbRIh/v/pShrA29sbwP+u5dd2s2fPRkJCAu7du6fuUKgaTfn+SCQSxMXF8ZphJeja8YBq1tifj6b8/PG433Davg9HjRqFdevWwcnJqUnHjY+Ph6+vL1TwdaxZYX6m6tTyeUrQqMvbNElt0yOT+vH9ISJV43Gl4bRpHz57udyFCxcglUqbvOAhoqbDoqcRXLlypU5zifv5+ak7VCKNc+TIESxevBgVFRV455134OjoCKlUCnt7e4wZMwYXLlxQus+wsDC4ubnB3NwcRkZGcHV1xUcffYSioqIqbbdt24a+ffvCzMwM7du3x9SpU3Hnzp16vRZ1jVupoqICa9asgaenZ5XH9uzZg6ioKK36kqqtmBM0U3BwMNLS0nDt2jVMnToVy5cvV3dI1Ihmz56t8HmbPHlylTbMP+rNP7t27VJ4j1566aUGxVCFKq6f06Vr+BcvXiwMDQ0FANGhQweRkJCg7pDoGU39/oDXDCutIceDjz/+WLz99tuioKBAlJaWijZt2ohffvlFPHr0SFy/fl0MHTpUWFhYiFu3binV78CBA8X69evFvXv3REFBgYiLixMGBgbirbfeUmi3fft2AUBERUWJBw8eiHPnzglnZ2fRq1cvUVpaqvTrUde4Qghx7do10b9/fwFA9OzZs9o20dHRYuDAgeL+/fv1GqOxPx9N9fnjcb/htHEfhoaGCj09PdGuXTuxZ88etcXBe3rqR9njg7+/v2jdurVITEwUV69erXLvG/OP+vNPRUWFyMrKEsnJyWLkyJGiTZs2So9d2z09LHqIaqHuoqe4uFh4eHho1Rj1PR6sXLlSdOrUSchkMiGEEKWlpeJvf/ubQpvff/9dABDh4eFK9T1q1ChRVlamsM3Hx0cAULiZedCgQcLOzk5UVFTIt1Xe+Hz8+HFlX5Laxk1JSRHjxo0TW7duFb169aox6QghREBAgPDw8KhXctOVoodInTSh6NHGXFOfosfe3r7ax5h/NC//BAYGqrzo4eVtRBpsy5YtyMnJ0foxXiQ9PR1Lly7Fp59+CqlUCuDpWh7PLo4LAM7OzgCAjIwMpfrft28fWrRoobCt8rR5cXGxfFtmZiZsbW0V1vKoXCuruil1NXXcnj17YufOnZg0adILFy5etmwZUlJSalzMjYh0X3PJNdVh/mk++YdFD5EKCSGwevVqdO3aFUZGRrC0tMTYsWNx5coVeZuAgAAYGhqibdu28m3z5s2DqakpJBIJ8vLyAABBQUFYsGABMjIyIJFI4OrqirVr10IqlcLa2hqzZ8+Gra0tpFIpPD09FdafaMgYAPDjjz822boeALB27VoIIV64oKJMJgMAmJubN3jMW7duwdjYWOHGZWdn5ypJufK65sqEp63j1sTS0hIDBw5EdHQ0Z48i0hLMNarD/NOM8o/S542qwcvbSFdBydPnH3/8sTA0NBTffvutePDggbhw4YJ4+eWXxUsvvaSwTsekSZOEjY2NwnNXrVolAIjc3Fz5tvHjxwsXFxeFdv7+/sLU1FRcvnxZPH78WKSmpoq+ffsKMzMzhVPWDRlj3759wszMTISFhdX5tVeqz/HA2dlZuLm5vbDdzp07BQCxY8cOpeN61qNHj4SZmZkICAhQ2J6UlCQMDAzE2rVrRUFBgbh06ZLo2rWrGD58eIPGU+e4r732Wq2XFwjx9H4MAOLcuXNK9a3s50NZjd0/kSaoz+VtzDWqu7yN+Ucz8w8vbyPSYDKZDKtXr8a4ceMwefJkWFhYwN3dHV9++SXy8vKwadMmlY2lr68v/wufm5sbNmzYgMLCQsTGxqqk/1GjRqGgoABLly5VSX+1efToEf7880+4uLjU2Obu3bvYvn07AgMD4eHh8cK/yL1IREQEbG1tsWLFCoXtAwcORHBwMAICAmBubo7u3bujsLAQX331VYPGU/e4L9KxY0cAwMWLF5tkPCKqP+Ya1WH+aV75h0UPkYqkpqaiqKgIffr0Udjet29fGBoaKlwSoGp9+vSBiYmJwqUN2iInJwdCCJiYmNTYxsPDA4GBgRg7diwSExNhYGBQ7/F++OEHxMfH4+DBgzAzM1N4LDQ0FJs2bcLRo0dRVFSE69evw9PTEx4eHsjMzKz3mOocty4q9/3du3cbfSwiahjmGtVh/mle+YdFD5GKPHjwAADQsmXLKo+1atUKhYWFjTq+kZERcnNzG3WMxvD48WMAqPWGR2traxw7dgwxMTGwsLCo91jbt29HZGQkkpKS0KFDB4XHbt++jaioKMyaNQuDBw+GqakpnJycsHnzZmRnZ2PVqlVaN25dGRsbA/jfe0FEmou5RnWYf5pX/tFv9BGImolWrVoBQLUJ58GDB3BwcGi0sUtLSxt9jMZSecCrbZFMKysr+f6tr5iYGBw8eBDHjh2r9stCWloaysvLYWdnp7Dd3NwcrVu3RmpqqlaNq4ySkhIA/3sviEhzMdeoDvNP88o/LHqIVKR79+5o2bIlzpw5o7D91KlTKCkpwSuvvCLfpq+vj9LSUpWNnZSUBCEE+vXr12hjNBZra2tIJBI8fPiwxjbPTx2qDCEEFi1ahPv372PXrl3Q16/+sFeZxG/fvq2wvbCwEPn5+fIpPDV93Pqo3Pc2NjaNPhYRNQxzjeow/zSv/MPL24hURCqVYsGCBfjhhx+wdetWFBQU4OLFi5gzZw5sbW3h7+8vb+vq6or8/Hzs2rULpaWlyM3NrXY+/NatWyM7Oxs3btxAYWGhPLFUVFTg/v37KCsrw4ULFxAUFARHR0dMmTJFJWMkJiY22TSiJiYmcHZ2RlZWVrWPp6enw8bGBr6+vlUe8/Pzg42NDc6ePVtj/5cvX8Znn32GzZs3w8DAABKJROHn888/BwA4OTlh0KBB2Lx5M5KTkyGTyZCZmSl/36ZPn64V49ZH5b53d3dXab9EpHrMNarD/NO88g+LHiIV+uSTTxAREYGwsDC89NJLGDhwIDp06ICkpCSYmprK282dOxeDBg3Cu+++i86dO2P58uXyU7vP3jw4Z84cWFtbw83NDSNHjkR+fj6Ap9e+uru7w9jYGF5eXujUqRN++uknheuSGzpGUxo1ahRSU1Pl6yA8S9Qyd39JSQlycnKwe/fuGtvU9vxnSSQSJCQkwM/PD9OnT4elpSXc3Nxw8+ZN7Ny5E15eXloxLgCcPHkSAwYMgJ2dHU6dOoXz58/D1tYW/fv3R3JycpX2p0+fhr29PXr06FGnmIlIvZhrVIf5pxnlH6UnwK4G1+khXQUNXCfE399ftG7dWt1h1Kg+x4O0tDShr68vvv32W6WeV15eLry8vMSWLVuUel5D6dK4eXl5QiqVis8//1zp5zb250MTP39EqlafdXqagqbnGmWPDzWt08P8o75xa8s/XKeHiADUftOlNnJ1dUVYWBjCwsJQVFRUp+eUl5dj165dKCwshJ+fXyNHqLvjLlu2DL169UJAQIDK+iQi3aBruUYmk+HgwYNIS0uT30DP/KO+cZ/PP0IIZGdn4/jx40hPT1fZOJVY9BCRRli8eDG8vb3h5+dX602llZKSkrBz504kJibWusaCqunSuKtXr0ZKSgoOHDjQoLUniIi0QX5+Pt566y106tQJ06ZNk29n/mn6cavLP7t374a9vT28vLywf/9+lYzzLBY9RFokJCQEsbGxePjwIZycnLBjxw51h6RS4eHhCAgIwMqVK1/YdsiQIfjuu+/Qtm3bJohM98bdvXs3njx5gqSkJFhaWqqkTyLSDbqYa7788ksIIeQ/W7duVXic+afpxq0p/4wdO1bhPcrLy1PJeJU4ZTWRFomIiEBERIS6w2hUw4YNw7Bhw9Qdhs4bM2YMxowZo+4wiEgDNYdcUx3mn6ahrvzDMz1ERERERKTTWPQQEREREZFOY9FDREREREQ6jUUPERERERHpNJVNZJCVlYX4+HhVdUekMU6cOKHuEDSCEAISieSF7bKysgCAxwNSCX7+SBkVFRXQ09Ouv+dW/o7zmKk8Hh/oebX9TkiEEKKhA3h7e+vEdIZERKScuLg4+Pj4NErfdSmyiYiInldNeZOgkqKHiHTbvXv3EBYWhi+//BLt27fHihUr4O3tzS+lRKRWFRUV+Pbbb7Fs2TLcuXMH77//PkJCQrj2FBE9L0G7zgETkVq0adMGX3zxBdLT0zFo0CBMnDgRPXr0wL59+9QdGhE1U0eOHMErr7yCadOmoW/fvrh8+TJWrVrFgoeIqsWih4jqrF27dti4cSMuXLiArl274u2338bQoUPx3//+V92hEVEzceLECbzxxhsYOnQoXnrpJZw7dw7x8fFwcnJSd2hEpMFY9BCR0tzc3BAfH4/ffvsNJSUl6Nu3L3x8fJCWlqbu0IhIR6WmpsLHxweenp4oKyvDL7/8gsOHD6NHjx7qDo2ItACLHiKqNw8PD/z88884dOgQrl69im7dusHf3x+3b99Wd2hEpCNu3rwJf39/9OzZE1euXEF8fDyOHz+OAQMGqDs0ItIiLHqIqMHefPNNnDt3Dt999x0OHz4MV1dXLFq0CA8ePFB3aESkpfLy8rBo0SJ06tQJhw4dwoYNG5CSkgJvb291h0ZEWoiztxGRSpWUlOCbb77B0qVLUVZWho8++giBgYGQSqXqDo2ItEBRURHWr1+PiIgImJmZ4eOPP8a0adOgr6+ypQWJqPnhlNVE1Dgqv7iEh4fDwsICS5cuxfTp09GiRQt1h0ZEGujZP5iUlpYiODgYAQEBMDY2VndoRKT9OGU1ETWOli1bIjg4GBkZGRg3bhzmzZsHd3d3JCQkVLdoGBE1UxUVFUhISECXLl0wf/58TJ06FRkZGQgODmbBQ0Qqw6KHiBqVlZUVvvjiC6SmpqJ79+7w9fWFp6cnfv75Z3WHRkRqdhDVaroAACAASURBVOTIEfTu3RuTJk3C0KFDkZaWhsjISK61Q0Qqx6KHiJpEp06dEB8fj1OnTsHU1FS+zkZKSoq6QyOiJvbrr7/Cy8sLw4YNQ+fOnZGamoqNGzfCzs5O3aERkY5i0UNETapv3744cuQIDh8+jPz8fLzyyivw8fHB9evX1R0aETWyS5cuwcfHBwMGDIBUKsXp06cRHx+Pjh07qjs0ItJxLHqISC3efPNNnDlzBtu3b8e5c+fQtWtX+Pv74+7du+oOjYhU7MaNG/K1dv766y8cPXoUhw8fxiuvvKLu0IiomWDRQ0RqI5FI4O3tjcuXLyMmJgZ79+6Vr/FTUFCg7vCIqIFu3bqFwMBAdO7cGcnJydi+fTtOnjyJwYMHqzs0ImpmOGU1EWmMR48eYd26dVi5ciUMDAzwz3/+E0FBQTAyMlJ3aESkhPv37yMqKgpr165FmzZtsHTpUq61Q0TqxHV6iEjz3Lt3D6tWrcIXX3wBGxsbhISEYMaMGdDT48lpIk1WXFyMmJgYREVFQU9PDwsXLuTixESkCbhODxFpnjZt2iAyMhLXrl3D8OHDMXfuXPTs2RMJCQnqDo2IqlFaWopNmzahY8eOWL58OWbNmiVfa4cFDxFpAhY9RKSx2rVrh40bN+LChQvo2rWrfNan48ePqzs0IgIghEBCQgK6deuG999/H3/729+Qnp6OyMhIWFhYqDs8IiI5Fj1EpPHc3NwQHx+PEydOQF9fH15eXnj77bdx7do1dYdG1GwdOXIEffv2hZ+fH3r16oU//vgDGzduRNu2bdUdGhFRFSx6iEhr9OvXD0lJSTh8+DAyMzPRrVs3+Pv7Izs7W92hETUbv//+O4YMGYKhQ4fC0tISZ86cQXx8PFxcXNQdGhFRjVj0EJHWefPNN3H27Fls27YNhw8fRseOHbFo0SI8ePBA3aER6awrV67Ax8cH/fr1Q3FxsfwPEL1791Z3aEREL8Sih4i0kp6eHry9vXHlyhWsWbMGsbGxcHFxQVRUFGQymbrDI9IZWVlZ8Pf3h7u7O1JTUxEXF4cTJ05g4MCB6g6NiKjOOGU1EemEoqIirF+/HuHh4bCwsOC6IEQNlJ+fj88++wxr166FlZUVQkNDMX36dLRo0ULdoRERKYvr9BCRbsnNzcX//d//ITo6Gk5OTggLC8OECRMgkUjUHRqRVqhcJDgyMhL6+vr45z//ybV2iEjbcZ0eItItVlZWiIyMxJUrV/D666/Dz88PHh4eSEpKUndoRBqtcq0dV1dXrFixAv7+/lxrh4h0BoseItJJHTp0wMaNG3Hq1Cm0bNkSgwYNwtChQ5GSkqLu0Ig0SkVFBRISEtC1a1d88MEHGD16tHytHXNzc3WHR0SkEix6iEin9enTB0eOHMHhw4dx//59vPLKK/Dx8UFGRoa6QyNSuyNHjqBPnz7w8/PDyy+/LF9rx8bGRt2hERGpFIseImoW3nzzTZw+fRrbt29HSkoKunbtCn9/f9y9e1fdoRE1uZMnT8rPfrZp0wbnzp1DfHw8nJ2d1R0aEVGjYNFDRM2GRCKBt7c3UlNTsW7dOuzduxeurq5YtGgRCgoK1B0eUaO7fPkyfHx84OHhgZKSEiQnJ+Pw4cPo0aOHukMjImpULHqIqNkxMDDArFmzkJ6ejiVLlmDjxo3yNX6ePHmi7vCIVO7mzZvw9/dHjx498McffyA+Ph6//vorvLy81B0aEVGT4JTVRNTsVa5H8sUXX8DGxgYhISFcj4R0Ql5eHj7//HOF3+0ZM2ZAT49/8ySiZoXr9BARVcrMzMSKFSuwZcsWdOnSBZ988gm8vb3VHRaR0ioX642IiICRkREWLFiAoKAgGBkZqTs0IiJ14Do9RESV2rVrh40bN+LixYtwc3ODr68vBgwYgOPHj6s7NKI6KSn5/9i706iornRv4P+SoYp5UFCEKJMTLUY72leISIxRo3REuwVJ9N5rYiIOaTDakSBtokRR1CtcUbsVvWatGMMQvWCMaFoJTYwdjMugiNcBnEBUkLGQMhTUfj/4VrUVBimmgvL/W6s+uM8++3moU4Xn4Zyzd71mrZ0NGzZgyZIlmrV2WPAQ0fOMRQ8R0a+MGDECKSkpOHPmDIyNjeHn54cpU6YgLy9P36kRNevXa+0EBgaisLAQmzZtgpWVlb7TIyLSOxY9REQtGD9+PLKysvD3v/8dZWVlGD16NP7jP/4DJSUl+k6NSOPkyZMYM2YM3nrrLbz22mu4ceMGdu/eDQcHB32nRkTUY7DoISJ6htdeew3nz59HUlISfvjhBwwZMgQfffQRKisr9Z0aPcfOnDmDiRMnYurUqRg2bBjy8/Oxe/duODs76zs1IqIeh0UPEVEb9OnTB0FBQfi///s/xMXF4bPPPtNMc61QKNo0BueNoc5w6dIlBAcH4+WXX4ZUKsVPP/2ElJQUDB06VN+pERH1WCx6iIh0YGpqqlnjJyIiAjExMRgyZAj27NmDhoaGVvddunQpsrOzuylT6i0UCgUCAwNRXl7ear/bt28jNDQUL774Im7duoWTJ0/i73//O1566aVuypSIqPdi0UNE1A6WlpaIiIhAYWEh5s+fj7CwMHh7eyM1NbXZKzqXL1/Gnj17MGPGDOTm5uohY+qJGhoaEBQUhCNHjmDz5s3N9ikrK8NHH32EYcOG4R//+AeSkpKQk5ODyZMnd3O2RES9F4seIqIO6NevHzZt2oSrV69i4sSJCAkJwfjx4/Hdd99p9YuIiICRkREeP36M1157DQUFBXrKmHoKIQTefvttHD9+HAAQHx+Pu3fvarbL5XLExsbCw8MDX3zxBbZv345Lly4hKCgIEolEX2kTEfVKLHqIiDrB4MGDsXv3bly4cAGDBw/Gq6++iilTpuDnn39GTk4OvvnmGyiVSjQ2NqKmpgavvvoq7t27p++0SY8+/PBDHDx4EI2NjQCeFEGffPKJZq0dDw8PbN68GVFRUbh27RoWLVoEY2NjPWdNRNQ7SQSfrCUi6nQnT55EZGQkzp8/Dzc3N9y+fVvrmR8TExO4u7vjn//8J+zs7PSYKenD+vXr8fHHHze5FbJPnz5wcHBAbW0tli9fjg8//BA2NjZ6ypKIyGCksughIuoiQghERkYiNja22e0mJiZ48cUXkZWVBQsLi27OjvRl9+7dWLx4cbPbTExMMHLkSBw7dgwDBgzo5syIiAxWKm9vIyLqIkIIHD16FEZGRs1uVyqVuHDhAubMmfPMmd/IMKSlpWHp0qUtblcqlcjNzcXt27e7MSsiIsPHooeIqIscOHAAly9f1jyz0RylUom///3v+Pd//3eoVKpuzI66W2ZmJoKDg5+5XpOxsTH+/Oc/d1NWRETPB97eRkTUBX755Rd4eHigpKSkTYuS9unTB+Hh4di2bVs3ZEfdLScnB5MmTUJ9fX2rRfDTTp48yWmpiYg6B29vIyLqCv/7v/+L0tJSTcFjamra6sxbKpUK8fHx2LRpU3elSN3k8uXLmDZtWqsFj0QigVQq1boVcsuWLd2VIhGRweOVHiKiLtLQ0ICbN2/iypUruHLlCq5evYpLly7hypUrqK6uBvDkViZjY2P88ssvEEJAIpFgz549ePfdd/WcPXWG27dv49/+7d/w4MEDAE+Od58+fVBfXw8AMDIygrOzM7y9veHl5YVhw4Zh2LBhGD58OPr166fP1ImIDAlnb6OmgoKC8NVXX+k7DSIiIqIOmTNnDlJTU/WdBulfKlc5o2aNHz8eH3zwgb7TIHruKJVK3Lt3D2VlZfjtb38LiUTS7rHmzp2L5cuXw8fHpxMzNGxxcXEA0Cm//woLC9HQ0ICBAwfCysqqw+MRkW7U32ciAGDRQ81ycXFBcHCwvtMgog6YO3cufHx8+F3WgfovwnzPiHo/XuGhp3EiAyIiIiIiMmgseoiIiIiIyKCx6CEiIiIiIoPGooeIiIiIiAwaix4iIiIiIjJoLHqIiKhVx44dg42NDb7++mt9p9IjLV68GBKJRPOaP39+kz4nT55EZGQkVCoVZs+ejUGDBkEmk8HZ2RmBgYG4ePGiznGjo6Ph5eUFa2trSKVSeHp6YtWqVaitrW3S9+DBgxg3bhysrKwwePBgvP3227h//367fl59xVVTqVSIi4uDr69vk21HjhxBbGwsGhsbOxRDjcdNv8ctLS1N67vFBXupQwTRr8yZM0fMmTNH32kQUQcBEMnJyR0e5+jRo8La2locOXKkE7Lq2drz+y80NFTY29uLjIwMcfXqVfH48WOt7R9//LF44403RE1NjVAqlaJv377i+++/F48ePRI3btwQU6ZMETY2NuLu3bs6xfX39xc7d+4U5eXloqamRiQnJwsTExPx+uuva/VLSkoSAERsbKyoqqoSP//8s3B3dxejR48WSqVSp5j6jCuEENeuXRMvv/yyACBefPHFZvvEx8cLf39/UVlZ2a4Yajxu+j9uKpVKFBcXi+zsbDFjxgzRt29fneLyfIaeksKih5rgLwkiw9BZRU9PUldXJ3x8fLps/PYWPc7Ozs1u27hxoxg6dKhQKBRCCCGUSqX4/e9/r9Xn7NmzAoDYsGGDTnEDAgJEQ0ODVltwcLAAIO7cuaNpmzRpkhg4cKBQqVSath07dggA4vTp0zrF1Gfc3Nxc8Yc//EEcOHBAjB49usWTZyGECAsLEz4+Pu0+Sedx63nHLTw8nEUPdUQKb28jIqJeY9++fSgtLdV3Gm1SUFCANWvWYN26dZDJZAAAY2PjJrcJuru7AwAKCwt1Gv/o0aMwMjLSalPf/lNXV6dpKyoqgpOTEyQSiabthRdeAADcvn1bp5j6jPviiy/i0KFDmDdvHqRSaat9165di9zcXMTHx+sch8etdx43omdh0UNERC06ffo0Bg0aBIlEgh07dgAAdu3aBQsLC5ibmyM9PR3Tp0+HtbU1XFxc8OWXX2r23b59O2QyGRwdHbF48WI4OTlBJpPB19cXOTk5mn5hYWEwNTXFgAEDNG3Lli2DhYUFJBIJHj58CABYvnw5Vq5cicLCQkgkEnh6egIAjh8/Dmtra2zYsKE73pI22759O4QQmDlzZqv9FAoFAMDa2rrDMe/evQszMzO4ublp2tzd3ZsUiurnM9Qn7r01bkvs7Ozg7++P+Ph4CCF02pfHrXceN6JnYdFDREQtmjBhAs6cOaPVtnTpUnzwwQdQKBSwsrJCcnIyCgsL4e7ujvfeew9KpRLAk2JmwYIFqKurQ3h4OG7duoXz58+joaEBU6ZMQVFREYAnJ5nBwcFaMXbu3Il169ZptcXHx+ONN96Ah4cHhBAoKCgAAM3DzyqVqkveg/b65ptvMGzYMJibm7fa7+zZswCevNcdUVdXh8zMTLz33nswNTXVtK9evRr3799HQkIC5HI58vPzER8fj2nTpmH8+PEdiqnPuM8yZswY3L17FxcuXNBpPx633nnciJ6FRQ8REbWbr68vrK2t4eDggJCQEDx69Ah37tzR6mNsbIwRI0ZAKpXCy8sLu3btglwux/79+zslh4CAANTU1GDNmjWdMl5nePToEW7evAkPD48W+zx48ABJSUkIDw+Hj4/PM68sPEtMTAycnJywfv16rXZ/f39EREQgLCwM1tbWGDlyJORyOfbu3duhePqO+yxDhgwBAOTl5bV5Hx633nnciNqCRQ8REXUK9V+L1Vd6WjJ27FiYm5vjypUr3ZGWXpSWlkII0erVAh8fH4SHh2PWrFnIyMiAiYlJu+MdPnwYKSkpOHHiBKysrLS2RUVFYc+ePTh16hRqa2tx48YN+Pr6wsfHR3O1rbfFbQv1e//gwYM278Pj1juPG1FbsOghIqJuJ5VKUVZWpu80uszjx48BoNUHtx0dHZGZmYmEhATY2Ni0O1ZSUhI2bdqErKwsuLq6am27d+8eYmNjsWjRIrz66quwsLCAm5sbEhMTUVJSgi1btvS6uG1lZmYG4F/Hoi143HrncSNqC2N9J0BERM8XpVKJqqoquLi46DuVLqM+cWttkUwHBwfY2tp2KE5CQgJOnDiBzMxMWFpaNtl+/fp1NDY2YuDAgVrt1tbWsLe3R35+fq+Kq4v6+noA/zoWbcHj1juPG1FbsOghIqJulZWVBSGE1kPRxsbGz7wtrjdxdHSERCJBdXV1i31+PQWyLoQQ+Oijj1BZWYm0tDQYGzf/37m6sLx3755Wu1wuR0VFhWYq4p4etz3U733//v3bvA+PW+88bkRtwdvbiIioS6lUKlRWVqKhoQEXL17E8uXLMWjQICxYsEDTx9PTExUVFUhLS4NSqURZWVmza4LY29ujpKQEt27dglwuh1KpREZGRo+bstrc3Bzu7u4oLi5udntBQQH69++PuXPnNtkWEhKC/v374/z58y2Of/nyZWzevBmJiYkwMTGBRCLRem3duhUA4ObmhkmTJiExMRHZ2dlQKBQoKipCaGgoAGDhwoW9Im57qN97b2/vNsfhcet5x42os7DoISKiFu3YsQPjxo0DAERERCAwMBC7du1CXFwcAGDUqFG4ceMGEhMTsXLlSgDA66+/juvXr2vGePz4Mby9vWFmZgY/Pz8MHToU3333ndZzE0uXLsWkSZPw5ptvYtiwYfj00081t7c8/QD1kiVL4OjoCC8vL8yYMQMVFRXd8j60R0BAAPLz8zXruTyttTVI6uvrUVpaivT09Bb7tHUNE4lEgtTUVISEhGDhwoWws7ODl5cX7ty5g0OHDsHPz69XxAWAH3/8ERMmTMDAgQORk5ODCxcuwMnJCS+//DKys7Ob9P/pp5/g7OyMUaNG6RSHx61nHTeiTiOIfmXOnDlizpw5+k6DiDoIgEhOTtZrDqGhocLe3l6vOeiiPb//QkNDhbOzc5P269evC2NjY/H555/rNF5jY6Pw8/MT+/bt02m/jjKkuA8fPhQymUxs3bpV5zg8bvqL29xxUwsPDxd9+/bVaTyez9BTUnilh4iIulRrD4UbCoVCgRMnTuD69euaB7E9PT0RHR2N6Oho1NbWtmmcxsZGpKWlQS6XIyQkpCtTNui4a9euxejRoxEWFqZzHB43/cX99XETQqCkpASnT5/WLEZM1F4seogMSHR0NLy8vGBtbQ2pVApPT0+sWrXqmf9xP378GMOHD8df/vKXDsW/evUq/vSnP+E3v/kNrKysYGxsDBsbGwwdOhQBAQH45z//2aHxiXqqiooKvP766xg6dCjeeecdTXtkZCSCgoIQEhLS6sPxallZWTh06BAyMjJaXSumsxlS3G3btiE3NxfHjh3TrKGjaxwet+6P29xxS09Ph7OzM/z8/PDNN990Shx6jun7WhP1PLwc3Hv5+/uLnTt3ivLyclFTUyOSk5OFiYmJeP3111vdb8WKFQKAiIqKanfsvXv3ChMTEzFx4kRx/PhxUVlZKR4/fiwKCwtFUlKS8PX1Fbt37273+KQ76Pn2tsjISGFqaioACFdXV5Gamqq3XNqqq37/nThxQkRERHT6uKQtLS1NxMTEiIaGhk4Zj8ete3T2cVPj+Qw9JYVTVtNzSaFQYPLkyThz5oxBxba0tERoaCiMjIwAAMHBwTh06BBSUlJQVFTU7HSjZ86cwaVLlzoU98cff0RoaCj8/f1x4sQJrelQ3d3d4e7uDltbW62H23saQ/1M6FNMTAxiYmL0nUaPMHXqVEydOlXfaRi8wMBABAYGdtp4PG7do7OPG1FzWPTQc2nfvn0oLS01uNhHjx5t0tavXz8AQF1dXZNtCoUCH374Ifbu3QsvL692x12/fj0aGxuxcePGFtd/mDZtGqZNm9buGF3NUD8TRERExGd6qBN9/vnnGDt2LGQyGSwsLODq6opPP/0UwJOHEbdt24YRI0ZAKpXCzs4Os2bNwpUrVzT779q1CxYWFjA3N0d6ejqmT58Oa2truLi44Msvv9Qp3vfffw8vLy/Y2NhAJpPB29sbJ06cAAAsX74cK1euRGFhISQSCTw9PQE8eTDz448/xqBBg2BmZoZRo0YhOTlZ59w6O3ZH3b17F2ZmZnBzc2uyLSoqCsuWLYODg0Oz+x4/fvyZ65/U19fj1KlT6Nu3L373u9+1OS9+JvT3mSAiInru6PsGO+p52nMPbFxcnAAgNm7cKMrLy0VFRYXYvXu3mDdvnhBCiI8//liYmpqKzz//XFRVVYmLFy+K3/72t6Jfv37i/v37mnGioqIEAHHq1ClRXV0tSktLhZ+fn7CwsBD19fVtjpeamirWrl0rKioqRHl5uRg/frzWVJd//OMfhYeHh9bP8Oc//1lIpVLx1VdficrKSrF69WrRp08f8dNPP+mUW1fEbq9Hjx4JKysrERYW1mTb6dOnxcyZM4UQQpSVlTX7TM/Ro0eFlZWViI6ObjHGtWvXBAAxfvx4nXLjZ6LrPxPoAVNW9zZ8BoDIcPD7TE9JYdFDTej6S6K+vl7Y2tqKSZMmabU3NDSI+Ph4UVdXJywtLUVISIjW9rNnzwoAWifU6pNIhUKhadu5c6cAIAoKCtoUrzkxMTECgCgtLRVCND3JVCgUwtzcXCvHuro6IZVKxdKlS9ucW1fFbq+oqCgxdOhQUVNTo9VeV1cnxo4dK4qLi4UQLRc9bXHu3DkBQLz22mtt3oefie75TLDo0R1PkogMB7/P9BROZEAdd/HiRVRVVTV5XsPIyAjh4eE4d+4camtrMXbsWK3t48aNg6mpKXJyclod39TUFACgVCrbFK856ukvW1ov5OrVq6irq8PIkSM1bWZmZhgwYIDW7VbPyq07Yz/L4cOHkZKSgm+//RZWVlZa21avXo1FixbB2dm53eOrWVpaAmj+maGW5Ofn8zPRBbGbw2nCdVNcXAwASElJ0XMmRNRRxcXFcHFx0Xca1EOw6KEOq6mpAQDY2to2u72qqgrAv06On2Zrawu5XN6p8QDgm2++wZYtW5Cfn4+amppWT0AB4NGjRwCAv/zlL03WqnFyctIpP33GVktKSsK2bduQlZWFgQMHam07ffo08vLysG3btnaN/Wuurq6QyWS4du1am/fhZ6L7YsfHxyM+Pl6nfQiYO3euvlMgok4wZ84cfadAPQQnMqAOU59UP3z4sNnt6hPR5k5kq6qqdP4rzLPi3blzB7Nnz8aAAQOQk5OD6upqxMbGtjqm+kH+uLg4CCG0Xrr8pVyfsdUSEhJw4MABZGZmNil4gCczhZ06dQp9+vSBRCKBRCLR5LBhwwZIJBKcO3euzfGkUimmTZuGhw8f4ocffmixX0VFBd59910A/Ex052ciOTm5yRh8tfyaM2cO5syZo/c8+OKLr46/WPDQ01j0UIe5urrC3t4e3377bbPbR44cCUtLyyYn0jk5Oaivr8dLL73UqfHy8vKgVCqxdOlSuLu7QyaTQSKRtDrmCy+8AJlMhtzcXJ1y6UmxhRCIiIhAXl4e0tLSmr2KAgD79+9v8h9DWVkZgCezuQkhmtx29ixr166FVCrFihUroFAomu1z6dIlzXTW/Ex0T2wiIiJ6gkUPdZhUKsXq1auRnZ2NsLAw3L17FyqVCnK5HJcvX4ZMJsPKlStx+PBhHDhwADU1NcjLy8OSJUvg5OSE0NDQTo03aNAgAMDJkyfx+PFjXL9+vckzIvb29igpKcGtW7cgl8thZGSEt99+G19++SV27dqFmpoaNDY2ori4GPfu3WtzbvqMffnyZWzevBmJiYkwMTHRXMVRv7Zu3drmsdQyMjKeOWU1AIwePRpffPEFLl26BD8/Pxw7dgzV1dVQKpW4efMmEhMTsXDhQs2zLPxMdE9sIiIi+v8E0a+0d7aTHTt2CG9vbyGTyYRMJhNjxowRO3fuFEIIoVKpxJYtW8SQIUOEiYmJsLOzE7NnzxZXr17V7L9z505hbm4uAIghQ4aIwsJCsWfPHmFtbS0AiMGDB4tr1661KV5ERISwt7cXtra2IigoSOzYsUMAEB4eHuLOnTvi/PnzYvDgwcLMzExMmDBB3L9/X/zyyy8iIiJCDBo0SBgbGwsHBwfxxz/+UeTn5+uUW2fHbqu8vDwBoMXXli1bWty3pdnbjh07JqysrMT69evblMOdO3fEn//8Z+Ht7S0sLS2FkZGRsLW1FWPGjBELFy4UP/zwg6YvPxNd/5kAZ2/TGWd7IjIc/D7TU1IkQgjRrVUW9XhBQUEAgNTUVD1nQkQdIZFIkJycjODgYH2n0mvw9x+R4eD3mZ6SytvbiIiIiIjIoLHoIerBrly50uTZnOZeISEh+k6ViIiIqMdi0UPUgw0fPrxN03ImJSXpO1Uieg6dPHkSkZGRUKlUmD17NgYNGgSZTAZnZ2cEBgbi4sWLOo8ZHR0NLy8vWFtbQyqVwtPTE6tWrUJtbW2TvgcPHsS4ceNgZWWFwYMH4+2338b9+/fb9bP05LhHjhxBbGxsiwsaE9GzseghIiIinX3yySfYvn07Vq9eDZVKhe+//x4HDx5ERUUFTp8+DYVCgYkTJ6KkpESncTMzM/H+++/j1q1bePjwIWJiYhAfH695PkMtOTkZ8+bNQ1BQEIqLi5Geno7s7GxMnz4dDQ0NOv88PTnuzJkzIZPJMHnyZM3izkSkGxY9RETUJRQKBXx9fXt9DGpq06ZNSEpKQkpKCqysrAAAPj4+mDBhAszNzeHm5oYNGzaguroan332mU5jW1paIjQ0FPb29rCyskJwcDBmz56N48ePo6ioSNNv9+7dGDhwID788EPY2Nhg9OjRWLFiBXJzc5tMC28IccPDw/Hiiy9ixowZ7SquiJ53LHqIiKhL7Nu3D6Wlpb0+BmkrKCjAmjVrsG7dOshkMgCAsbExvv76a61+7u7uAIDCwkKdxj969CiMjIy02vr16wcAqKur07QVFRXByclJa7HfF154AQBw+/ZtnWL2hrjAk4Wgc3NzER8fr3Mcoucdix4iIgIACCGwbds2jBgxAlKpFHZ2dpg1axauXLmi6RMWx5dZgwAAIABJREFUFgZTU1MMGDBA07Zs2TJYWFhAIpHg4cOHAIDly5dj5cqVKCwshEQigaenJ7Zv3w6ZTAZHR0csXrwYTk5OkMlk8PX11foLeUdiAMDx48fbtKgutc/27dshhMDMmTNb7adQKAAA1tbWHY559+5dmJmZwc3NTdPm7u7epOBVP1ejLrgMKS4A2NnZwd/fH/Hx8eCKI0S6YdFDREQAnvwVOTIyElFRUSgtLUV2djaKiorg5+eHBw8eAHhywvvrdX927tyJdevWabXFx8fjjTfegIeHB4QQKCgoQFhYGBYsWIC6ujqEh4fj1q1bOH/+PBoaGjBlyhTNrTwdiQFA87C3SqXqvDeHNL755hsMGzYM5ubmrfY7e/YsAGDChAkdildXV4fMzEy89957MDU11bSvXr0a9+/fR0JCAuRyOfLz8xEfH49p06Zh/PjxHYrZE+OqjRkzBnfv3sWFCxc6HIvoecKih4iIoFAosG3bNvzhD3/A/PnzYWNjA29vb/ztb3/Dw4cPsWfPnk6LZWxsrLma5OXlhV27dkEul2P//v2dMn5AQABqamqwZs2aThmP/uXRo0e4efMmPDw8Wuzz4MEDJCUlITw8HD4+Ps+8IvQsMTExcHJywvr167Xa/f39ERERgbCwMFhbW2PkyJGQy+XYu3dvh+L11LhqQ4YMAQDk5eV1Sjyi5wWLHiIiQn5+PmprazF27Fit9nHjxsHU1LRdD2i31dixY2Fubq51Gx31TKWlpRBCtHqVx8fHB+Hh4Zg1axYyMjJgYmLS7niHDx9GSkoKTpw4oZkwQS0qKgp79uzBqVOnUFtbixs3bsDX1xc+Pj5aEwAYSlw19XuvvvpKRG3DooeIiDTT4FpaWjbZZmtrC7lc3qXxpVIpysrKujQGddzjx48BPDleLXF0dERmZiYSEhJgY2PT7lhJSUnYtGkTsrKy4OrqqrXt3r17iI2NxaJFi/Dqq6/CwsICbm5uSExMRElJCbZs2WJQcZ9mZmYG4F/HgojaxljfCRARkf7Z2toCQLPFTVVVFVxcXLostlKp7PIY1DnUJ9ytLZLp4OCg+Ty1V0JCAk6cOIHMzMxmC/Hr16+jsbERAwcO1Gq3traGvb098vPzDSru0+rr6wH861gQUduw6CEiIowcORKWlpY4d+6cVntOTg7q6+vx0ksvadqMjY2hVCo7LXZWVhaEEFoPgXd2DOocjo6OkEgkqK6ubrHPr6eu1oUQAh999BEqKyuRlpYGY+PmT1PUBfK9e/e02uVyOSoqKjRTSBtK3Kep3/v+/fvrFIvoecfb24iICDKZDCtXrsThw4dx4MAB1NTUIC8vD0uWLIGTkxNCQ0M1fT09PVFRUYG0tDQolUqUlZU1uz6Jvb09SkpKcOvWLcjlck0Ro1KpUFlZiYaGBly8eBHLly/HoEGDsGDBgk6JkZGRwSmru4i5uTnc3d1RXFzc7PaCggL0798fc+fObbItJCQE/fv3x/nz51sc//Lly9i8eTMSExNhYmICiUSi9dq6dSsAwM3NDZMmTUJiYiKys7OhUChQVFSk+ZwuXLjQoOI+Tf3ee3t7tzguETXFooeIiAAAn3zyCWJiYhAdHY1+/frB398frq6uyMrKgoWFhabf0qVLMWnSJLz55psYNmwYPv30U82tNk8/zL1kyRI4OjrCy8sLM2bMQEVFBYAnzyJ4e3vDzMwMfn5+GDp0KL777jut50Q6GoO6TkBAAPLz8zXr8DyttbVj6uvrUVpaivT09Bb7tHXtGYlEgtTUVISEhGDhwoWws7ODl5cX7ty5g0OHDsHPz8+g4j7tp59+grOzM0aNGqXzvkTPM4ng6lb0K0FBQQCA1NRUPWdCRB0hkUiQnJzcZM0bfVq8eDFSU1NRXl6u71Saxd9/z1ZQUIARI0Zg//79mD9/fpv3U6lUeOWVV7BgwQK88847XZih4cYtLy+Hi4sL1q9fj5UrV3bKmIaM32d6Siqv9BARUbdq7SF46vk8PT0RHR2N6Oho1NbWtmmfxsZGpKWlQS6XIyQkpIszNNy4a9euxejRoxEWFtZpYxI9L1j0EBERkU4iIyMRFBSEkJCQVic1UMvKysKhQ4eQkZHR6ho/nc2Q4m7btg25ubk4duxYh9Y+InpeseghIqJusXr1auzfvx/V1dVwc3PDV199pe+UqAM2bNiAsLAwbNy48Zl9J0+ejC+++AIDBgzohswML256ejp++eUXZGVlwc7OrlPGJHrecMpqIiLqFjExMYiJidF3GtSJpk6diqlTp+o7DYMXGBiIwMBAfadB1KvxSg8RERERERk0Fj1ERERERGTQWPQQEREREZFBY9FDREREREQGjRMZULN+/PFHzaJeRNR7xcXFcWE+Hfz4448AwN9/RAbgxx9/xPjx4/WdBvUQLHqoCR8fH32nQESdYM6cOfpOoUU///wzAGDMmDF6zkQbT5CIDMf48eN5TkMaEiGE0HcSRET0fAkODgYApKSk6DkTIiJ6DqTymR4iIiIiIjJoLHqIiIiIiMigseghIiIiIiKDxqKHiIiIiIgMGoseIiIiIiIyaCx6iIiIiIjIoLHoISIiIiIig8aih4iIiIiIDBqLHiIiIiIiMmgseoiIiIiIyKCx6CEiIiIiIoPGooeIiIiIiAwaix4iIiIiIjJoLHqIiIiIiMigseghIiIiIiKDxqKHiIiIiIgMGoseIiIiIiIyaCx6iIiIiIjIoLHoISIiIiIig8aih4iIiIiIDBqLHiIiIiIiMmgseoiIiIiIyKCx6CEiIiIiIoPGooeIiIiIiAwaix4iIiIiIjJoLHqIiIiIiMigseghIiIiIiKDxqKHiIiIiIgMGoseIiIiIiIyaCx6iIiIiIjIoLHoISIiIiIig8aih4iIiIiIDJqxvhMgIiLDVldXh19++UWrrb6+HgBQWVmp1S6VSmFubt5tuRER0fOBRQ8REXWpzz77DMuWLWt2m729vda/d+7ciaVLl3ZHWkRE9ByRCCGEvpMgIiLDVVZWBicnJzQ2Nrbaz8jICPfu3YODg0M3ZUZERM+JVD7TQ0REXcrBwQGTJ0+GkZFRi32MjIzw2muvseAhIqIuwaKHiIi63Pz589HajQVCCMyfP78bMyIioucJb28jIqIuJ5fL4eDg0GRCAzVTU1OUlZXB2tq6mzMjIqLnAG9vIyKirmdlZYU33ngDJiYmTbYZGxsjMDCQBQ8REXUZFj1ERNQt5s2bh4aGhibtjY2NmDdvnh4yIiKi5wVvbyMiom5RX1+Pfv36QS6Xa7VbWlri4cOHkEqlesqMiIgMHG9vIyKi7mFqaoqgoCCYmppq2kxMTDB37lwWPERE1KVY9BARUbd56623UF9fr/m3UqnEW2+9pceMiIjoecDb24iIqNuoVCoMGDAAZWVlAIB+/frh/v37ra7hQ0RE1EG8vY2IiLpPnz598NZbb8HU1BQmJiaYN28eCx4iIupyLHqIiKhbvfnmm6ivr+etbURE1G2M9Z0AkSFJSUnRdwpEPZ4QAn379gUA3Lx5E7du3dJvQkS9QHBwsL5TIOrV+EwPUSeSSCT6ToGIiAwQT9eIOiSVV3qIOllycjL/IkcGLSUlBXPnzu3QSdjly5cBAF5eXp2VVo8nkUj4+4F0pv6+EVHHsOghIqJu9zwVO0REpH+cyICIiIiIiAwaix4iIiIiIjJoLHqIiIiIiMigseghIiIiIiKDxqKHiIiIiIgMGoseIiLSi2PHjsHGxgZff/21vlMxGCdPnkRkZCRUKhVmz56NQYMGQSaTwdnZGYGBgbh48aLOY0ZHR8PLywvW1taQSqXw9PTEqlWrUFtb26TvwYMHMW7cOFhZWWHw4MF4++23cf/+/Xb9LD057pEjRxAbG4vGxsZ2xSCi7seih4iI9IKLLXauTz75BNu3b8fq1auhUqnw/fff4+DBg6ioqMDp06ehUCgwceJElJSU6DRuZmYm3n//fdy6dQsPHz5ETEwM4uPjERQUpNUvOTkZ8+bNQ1BQEIqLi5Geno7s7GxMnz4dDQ0NOv88PTnuzJkzIZPJMHnyZFRVVekcg4j0QBBRpwEgkpOT9Z0GUZdKTk4WhvbfR11dnfDx8enSGF35+2Hjxo1i6NChQqFQCCGEUCqV4ve//71Wn7NnzwoAYsOGDTqNHRAQIBoaGrTagoODBQBx584dTdukSZPEwIEDhUql0rTt2LFDABCnT5/W9Ufq8XGFECIsLEz4+PgIpVKpc5y2MsTvG5EepPBKDxERPff27duH0tJSfafRLgUFBVizZg3WrVsHmUwGADA2Nm5y26C7uzsAoLCwUKfxjx49CiMjI622fv36AQDq6uo0bUVFRXBycoJEItG0vfDCCwCA27dv6xSzN8QFgLVr1yI3Nxfx8fE6xyGi7sWih4iIut3p06cxaNAgSCQS7NixAwCwa9cuWFhYwNzcHOnp6Zg+fTqsra3h4uKCL7/8UrPv9u3bIZPJ4OjoiMWLF8PJyQkymQy+vr7IycnR9AsLC4OpqSkGDBigaVu2bBksLCwgkUjw8OFDAMDy5cuxcuVKFBYWQiKRwNPTEwBw/PhxWFtbY8OGDd3xlrTb9u3bIYTAzJkzW+2nUCgAANbW1h2OeffuXZiZmcHNzU3T5u7u3qRwVD9Xoy64DCkuANjZ2cHf3x/x8fG8XZOoh2PRQ0RE3W7ChAk4c+aMVtvSpUvxwQcfQKFQwMrKCsnJySgsLIS7uzvee+89KJVKAE+KmQULFqCurg7h4eG4desWzp8/j4aGBkyZMgVFRUUAnhQDwcHBWjF27tyJdevWabXFx8fjjTfegIeHB4QQKCgoAADNQ+oqlapL3oPO8s0332DYsGEwNzdvtd/Zs2cBPHnvO6Kurg6ZmZl47733YGpqqmlfvXo17t+/j4SEBMjlcuTn5yM+Ph7Tpk3D+PHjOxSzJ8ZVGzNmDO7evYsLFy50OBYRdR0WPURE1OP4+vrC2toaDg4OCAkJwaNHj3Dnzh2tPsbGxhgxYgSkUim8vLywa9cuyOVy7N+/v1NyCAgIQE1NDdasWdMp43WFR48e4ebNm/Dw8Gixz4MHD5CUlITw8HD4+Pg884rQs8TExMDJyQnr16/Xavf390dERATCwsJgbW2NkSNHQi6XY+/evR2K11Pjqg0ZMgQAkJeX1ynxiKhrsOghIqIeTf3XdfWVnpaMHTsW5ubmuHLlSnek1SOUlpZCCNHqVR4fHx+Eh4dj1qxZyMjIgImJSbvjHT58GCkpKThx4gSsrKy0tkVFRWHPnj04deoUamtrcePGDfj6+sLHx0dz9c2Q4qqp3/sHDx50KBYRdS0WPUREZDCkUinKysr0nUa3efz4MYAnP3dLHB0dkZmZiYSEBNjY2LQ7VlJSEjZt2oSsrCy4urpqbbt37x5iY2OxaNEivPrqq7CwsICbmxsSExNRUlKCLVu2GFTcp5mZmQH417Egop7JWN8JEBERdQalUomqqiq4uLjoO5Vuoz7hbm2RTAcHB9ja2nYoTkJCAk6cOIHMzExYWlo22X79+nU0NjZi4MCBWu3W1tawt7dHfn6+QcV9Wn19PYB/HQsi6plY9BARkUHIysqCEELr4XVjY+Nn3hbXmzk6OkIikaC6urrFPr+euloXQgh89NFHqKysRFpaGoyNmz9tUBea9+7d02qXy+WoqKjQTCFtKHGfpn7v+/fvr1MsIupevL2NiIh6JZVKhcrKSjQ0NODixYtYvnw5Bg0ahAULFmj6eHp6oqKiAmlpaVAqlSgrK2t27RZ7e3uUlJTg1q1bkMvlUCqVyMjI6PFTVpubm8Pd3R3FxcXNbi8oKED//v0xd+7cJttCQkLQv39/nD9/vsXxL1++jM2bNyMxMREmJiaQSCRar61btwIA3NzcMGnSJCQmJiI7OxsKhQJFRUUIDQ0FACxcuNCg4j5N/d57e3u3OC4R6R+LHiIi6nY7duzAuHHjAAAREREIDAzErl27EBcXBwAYNWoUbty4gcTERKxcuRIA8Prrr+P69euaMR4/fgxvb2+YmZnBz88PQ4cOxXfffaf1fMvSpUsxadIkvPnmmxg2bBg+/fRTzW1ITz/ovmTJEjg6OsLLywszZsxARUVFt7wPnSEgIAD5+fmadXie1traMfX19SgtLUV6enqLfdq69oxEIkFqaipCQkKwcOFC2NnZwcvLC3fu3MGhQ4fg5+dnUHGf9tNPP8HZ2RmjRo3SeV8i6j4SwdW0iDqNRCJBcnJyk7VBiAxJSkoK5s6dq9fFGBcvXozU1FSUl5frLQddddXvh4KCAowYMQL79+/H/Pnz27yfSqXCK6+8ggULFuCdd97p1Jyel7jl5eVwcXHB+vXrNcV5Z+sJ3zciA5DKKz1ERNQrtfbw/vPE09MT0dHRiI6ORm1tbZv2aWxsRFpaGuRyOUJCQro4Q8ONu3btWowePRphYWGdNiYRdQ0WPUTURHR0NLy8vGBtbQ2pVApPT0+sWrXqmSdU7777LqysrCCRSJCbm6tz3NjYWAwfPhxmZmawsLDA8OHDsWbNGtTU1Gj1e+WVV5rca69+PWumpdZcvXoVf/rTn/Cb3/wGVlZWMDY2ho2NDYYOHYqAgAD885//bPfYnaUtx+bQoUNwd3dv8t6YmprC0dERr7zyCrZs2YLKyko9/iTUmSIjIxEUFISQkJBWJzVQy8rKwqFDh5CRkdHqGj+dzZDibtu2Dbm5uTh27FiH1j4iom4iiKjTABDJycn6TqPD/P39xc6dO0V5ebmoqakRycnJwsTERLz++uvP3PfLL78UAMTPP/+sc9yAgACxdetWUVpaKuRyuUhJSREmJiZiypQpTfID0Oxr2rRpOscVQoi9e/cKExMTMXHiRHH8+HFRWVkpHj9+LAoLC0VSUpLw9fUVu3fvbtfYnUmXY+Ph4SFsbGyEEEKoVCpRWVkpvvvuO7FgwQIhkUiEk5OT+Omnn3TOITk5Wejzv4/IyEhhamoqAAhXV1eRmpqqt1x00R2/H06cOCEiIiK6NAYJkZaWJmJiYkRDQ0OXx9L3943IQKRwymoiasLS0hKhoaEwMjICAAQHB+PQoUNISUlBUVGRztPAtpWpqSmWLVsGmUwGAAgKCkJqaipSU1Nx7949ODk5AQBkMhlqamqarJC+ePHidj0v8eOPPyI0NBT+/v44ceKE1jS17u7ucHd3h62trdZD9PrS3mMjkUhga2uLV155Ba+88goCAgIwd+5cBAQE4Nq1ax1atLK7xcTEICYmRt9p9EhTp07F1KlT9Z2GwQsMDERgYKC+0yAiHfD2NiJq4ujRo5qTarV+/foBAOrq6lrdVyKRtDvu4cOHNQWPmrOzMwBo3b51/PjxJgVPUVERLl26hFdffVXnuOvXr0djYyM2btzY4roc06ZNw/vvv6/z2J2tI8fmaXPmzMGCBQtQWlqKv/3tb52aIxERUU/DoodIzz7//HOMHTsWMpkMFhYWcHV1xaeffgrgyfSp27Ztw4gRIyCVSmFnZ4dZs2bhypUrmv137doFCwsLmJubIz09HdOnT4e1tTVcXFzw5ZdfavqNGDECEokEffr0wUsvvaQ5QV61ahVsbGwgk8nw2WeftZjn3bt3YWZmBjc3N02bEAJbtmzBsGHDIJVKYWNjgw8//LBT35/r16/D1tYWgwcPbrXfpk2bEB4ertV2/PjxZ66zUl9fj1OnTqFv37743e9+1+a8evqxaQv1ejYZGRk67UdERNTr6Pn+OiKDAh3v2Y+LixMAxMaNG0V5ebmoqKgQu3fvFvPmzRNCCPHxxx8LU1NT8fnnn4uqqipx8eJF8dvf/lb069dP3L9/XzNOVFSUACBOnTolqqurRWlpqfDz8xMWFhaivr5eCCFEQ0ODcHV1FYMGDWpyH/oHH3wg4uLiWszz0aNHwsrKSoSFhWm1R0VFCYlEIv7rv/5LVFZWirq6OrFz5852P9OjVl9fL4qLi0VCQoKQSqXi888/b7V/cXGx8PLyEo2NjVrtR48eFVZWViI6OrrFfa9duyYAiPHjx+uUY08/NkJoP9PTnJqaGgFAvPDCCzr97HzGoH10/f1AJAS/b0SdJIXfIqJOpMtJTX19vbC1tRWTJk3Sam9oaBDx8fGirq5OWFpaipCQEK3tZ8+eFQC0TuTVJ9YKhULTpi4+CgoKNG3qIislJUXT9ujRIzFo0CBRXV3dYq5RUVFi6NChoqamRtNWV1cnzM3Nm0wy0JGJDNT69+8vAIi+ffuK//7v/9YUBy15//33xV//+td2xTp37pwAIF577bU279PTj43as4oeIYSQSCTC1ta21T6/xpOw9mHRQ+3B7xtRp+BEBkT6cvHiRVRVVWHatGla7UZGRggPD8e5c+dQW1uLsWPHam0fN24cTE1NkZOT0+r4pqamAAClUqlpe/fdd7F27VrEx8cjKCgIAHDgwAHMmjUL1tbWzY5z+PBhpKSk4Ntvv9V6jqagoAB1dXWYPHly23/oNioqKkJVVRV+/vlnREZGYs+ePcjMzISjo2OTviUlJThy5Ai2bNnSrljqKa51eR4mPz+/Rx+btnr06BGEEC2O/yzqPKnt4uLikJqaqu80qBcpLi7WdwpEBoHP9BDpiXrtGVtb22a3V1VVAUCz687Y2tpCLpfrHNPS0hKLFi3CmTNncPbsWQDAX//61xYX1ktKSsKmTZuQlZUFV1dXrW3q/4gdHBx0zuNZTExM4ODggKlTpyIpKQn5+fktztYVGxuL9957r8kECG3l6uoKmUyGa9eutXmfnn5s2kr9Mw8fPrxd+xMREfUWvNJDpCcDBw4EADx8+LDZ7epiqLkT6KqqKri4uLQrblhYGOLj4xEXF4clS5bghRdegIeHR5N+CQkJOHHiBDIzM5s9uVcXGb/88ku78mgrT09PGBkZIT8/v8m2+/fv4+DBg7h69Wq7x5dKpZg2bRrS09Pxww8/4OWXX262X0VFBVatWoW9e/f2+GPTVsePHwcATJ8+vV3784qFbiQSCT744IN2TatOz6+UlBTMnTtX32kQ9Xq80kOkJ66urrC3t8e3337b7PaRI0fC0tIS586d02rPyclBfX09XnrppXbFdXFxQXBwML766iusWbMGy5cv19ouhEBERATy8vKQlpbW4kn1yJEj0adPH/zjH/9oVx6/Vl5ejrfeeqtJ+/Xr19HY2Njs+jOxsbGYP38+7O3tOxR77dq1kEqlWLFiBRQKRbN9Ll26pJnOuqcfm7a4f/8+4uLi4OLignfeeafd4xAREfUGLHqI9EQqlWL16tXIzs5GWFgY7t69C5VKBblcjsuXL0Mmk2HlypU4fPgwDhw4gJqaGuTl5WHJkiVwcnJCaGhou2OvXLkSDQ0NqKysbLKuzeXLl7F582YkJibCxMQEEolE67V161YAT25r++Mf/4ivvvoK+/btQ01NDS5evIg9e/a0KycLCwt8++23yMzMRE1NDZRKJX7++Wf853/+JywsLLBixQqt/g8ePMD//M//4IMPPmhxzIyMjGdOWQ0Ao0ePxhdffIFLly7Bz88Px44dQ3V1NZRKJW7evInExEQsXLgQJiYmANDjj83ThBCora2FSqWCEAJlZWVITk7Gyy+/DCMjI6SlpbX7mR4iIqJeQ6/zKBAZGLRjdqYdO3YIb29vIZPJhEwmE2PGjBE7d+4UQgihUqnEli1bxJAhQ4SJiYmws7MTs2fPFlevXtXsv3PnTmFubi4AiCFDhojCwkKxZ88eYW1tLQCIwYMHi2vXrjWJO2nSJLF3794m7Xl5eQJAi68tW7Zo+srlcvHuu++Kvn37CktLSzFhwgTx8ccfCwDCxcVFXLhwQaf3YubMmcLNzU1YWloKqVQqPDw8REhIiMjLy2vSd8WKFWL+/Pmtjnfs2DFhZWUl1q9f36b4d+7cEX/+85+Ft7e3sLS0FEZGRsLW1laMGTNGLFy4UPzwww+avj352Bw5ckSMGjVKmJubC1NTU9GnTx8BQDNT2+9+9zsRHR0tysvL2/S+/Bpnk2qf9vx+IOL3jahTpEiEEKL7SiwiwyaRSJCcnMx79smgqZ8x4H8fuuHvB2oPft+IOkUqb28jIiIiIiKDxqKHiLrMlStXmjx30twrJCRE36kS9WgnT55EZGQkVCoVZs+ejUGDBkEmk8HZ2RmBgYG4ePFiu8dWqVSIi4uDr69vm/o/fvwYw4cPx1/+8pd2x+zJcaOjo+Hl5QVra2tIpVJ4enpi1apVqK2tbdL34MGDGDduHKysrDB48GC8/fbbuH//vmb7kSNHEBsbi8bGxg7lTEQdx6KHiLrM8OHDIYR45ispKUnfqRL1WJ988gm2b9+O1atXQ6VS4fvvv8fBgwdRUVGB06dPQ6FQYOLEiSgpKdF57OvXr2PixIlYsWJFmxfojYqK6tA08T09bmZmJt5//33cunULDx8+RExMjNaiwWrJycmYN28egoKCUFxcjPT0dGRnZ2P69OloaGgAAMycORMymQyTJ0/WrO9FRPrBooeIiHodhULR5isEPTnGs2zatAlJSUlISUmBlZUVAMDHxwcTJkyAubk53NzcsGHDBlRXV+Ozzz7TaewLFy7go48+wpIlSzB69Og27XPmzBlcunRJ1x+jV8W1tLREaGgo7O3tYWVlheDgYMyePRvHjx9HUVGRpt/u3bsxcOBAfPjhh7CxscHo0aOxYsUK5ObmIicnR9MvPDwcL774ImbMmKEphoio+7HoISKiXmffvn0oLS3t9TFaU1BQgDVr1mDdunWaxYCNjY3x9ddfa/Vzd3cHABQWFuo0/osvvohDhw5h3rx5kEqlz+yvUCjw4YcfIj4+Xqc4vS3u0aNHYWRkpNXWr18/ANC6OlRUVAQnJydIJBJNm3o9sdu3b2vtv3btWuTm5nb4ZyCi9mPRQ0REXU4IgW3btmHEiBGQSqWws7PDrFmzcOXKFU1jDDtXAAAgAElEQVSfsLAwmJqaYsCAAZq2ZcuWwcLCAhKJBA8fPgQALF++HCtXrkRhYSEkEgk8PT2xfft2yGQyODo6YvHixXBycoJMJoOvr6/WX907EgMAjh8/3qa1nzrD9u3bIYTAzJkzW+2nXlC3q9dbioqKwrJly+Dg4NClcXpK3KfdvXsXZmZmcHNz07S5u7s3KYrVz/OoC1E1Ozs7+Pv7Iz4+nrOwEekJix4iIupya9euRWRkJKKiolBaWors7GwUFRXBz88PDx48APDkJP/X0znv3LkT69at02qLj4/HG2+8AQ8PDwghUFBQgLCwMCxYsAB1dXUIDw/HrVu3cP78eTQ0NGDKlCma25I6EgOA5oF0lUrVeW9OC7755hsMGzYM5ubmrfY7e/YsAGDChAldlssPP/yAwsJCvPXWW10WoyfFfVpdXR0yMzPx3nvvwdTUVNO+evVq3L9/HwkJCZDL5cjPz0d8fDymTZuG8ePHNxlnzJgxuHv3Li5cuNCd6RPR/8eih4iIupRCocC2bdvwhz/8AfPnz4eNjQ28vb3xt7/9DQ8fPsSePXs6LZaxsbHmapKXlxd27doFuVyO/fv3d8r4AQEBqKmpwZo1azplvJY8evQIN2/ehIeHR4t9Hjx4gKSkJISHh8PHx+eZV4TaS6FQYPny5di1a1eXjN/T4v5aTEwMnJycsH79eq12f39/REREICwsDNbW1hg5ciTkcjn27t3b7DhDhgwBAOTl5XV5zkTUFIseIiLqUvn5+aitrcXYsWO12seNGwdTU1Ot288629ixY2Fubq51G11vUFpaCiFEq1d5fHx8EB4ejlmzZiEjIwMmJiZdksvq1auxaNEiODs7d8n4PS3u0w4fPoyUlBScOHFCM5GEWlRUFPbs2YNTp06htrYWN27cgK+vL3x8fLQmPFBTH0v1lU0i6l4seoiIqEupp+q1tLRsss3W1hZyubxL40ulUpSVlXVpjM72+PFjAGj1gXtHR0dkZmYiISEBNjY2XZLH6dOnkZeXh3fffbdLxu9pcZ+WlJSETZs2ISsrC66urlrb7t27h9jYWCxatAivvvoqLCws4ObmhsTERJSUlGDLli1NxjMzMwPwr2NLRN2LRQ8REXUpW1tbAGi2uKmqqoKLi0uXxVYqlV0eoyuoT5BbW9TSwcFB8952lX379uHUqVPo06ePZjFh9YQCGzZsgEQiwblz5wwmrlpCQgIOHDiAzMxMDBw4sMn269evo7Gxsck2a2tr2NvbIz8/v8k+9fX1AP51bImoe7HoISKiLjVy5EhYWlo2OUnNyclBfX09XnrpJU2bsbExlEplp8XOysqCEELrwfLOjtEVHB0dIZFIUF1d3WKfr7/+ustv/dq/f3+TxYTVV82ioqIghGhy22JvjiuEQEREBPLy8pCWltbs1UkAmiL63r17Wu1yuRwVFRWaqaufpj6W/fv37+SsiagtWPQQEVGXkslkWLlyJQ4fPowDBw6gpqYGeXl5WLJkCZycnBAaGqrp6+npiYqKCqSlpUGpVKKsrKzJmicAYG9vj5KSEty6dQtyuVxTxKhUKlRWVqKhoQEXL17E8uXLMWjQICxYsKBTYmRkZHTLlNXm5uZwd3dHcXFxs9sLCgrQv39/zJ07t8m2kJAQ9O/fH+fPn+/SHA0x7uXLl7F582YkJibCxMREc5VJ/dq6dSsAwM3NDZMmTUJiYiKys7OhUChQVFSk+SwvXLiwydjqY+nt7d3hPIlIdyx6iIioy33yySeIiYlBdHQ0+vXrB39/f7i6uiIrKwsWFhaafkuXLsWkSZPw5ptvYtiwYfj00081twM9/YD4kiVL4OjoCC8vL8yYMQMVFRUAnjwv4e3tDTMzM/j5+WHo0KH47rvvtJ6N6WiM7hIQEID8/HzNOjxPa22tl/r6epSWliI9Pb3V8X/88UdMmDABAwcORE5ODi5cuAAnJye8/PLLyM7O1jlfQ4jb1jV0JBIJUlNTERISgoULF8LOzg5eXl64c+cODh06BD8/vyb7/PTTT3B2dsaoUaN0/hmJqOMkgqtkEXUaiUSC5OTkJuuAEBmSlJQUzJ07t8ctsrh48WKkpqaivLxc36k0S9ffDwUFBRgxYgT279+P+fPntzmOSqXCK6+8ggULFuCdd95pb7o6e97i6qK8vBwuLi5Yv349Vq5cqdO+PfX7RtTLpPJKDxERGYzWHvzvbTw9PREdHY3o6GjU1ta2aZ/GxkakpaVBLpcjJCSkizN8fuPqau3atRg9ejTCwsL0nQrRc4tFDxERUQ8VGRmJoKAghISEtDqpgVpWVhYOHTqEjIyMVtf46WzPW1xdbNu2Dbm5uTh27FiXraVERM/GooeIiHq91atXY//+/aiuroabmxu++uorfafUaTZs2ICwsDBs3LjxmX0nT56ML774AgMGDOiGzJ7fuG2Vnp6OX375BVlZWbCzs9N3OkTPNWN9J0BERNRRMTExiImJ0XcaXWbq1KmYOnWqvtMgHQUGBiIwMFDfaRAReKWHiIiIiIgMHIseIiIiIiIyaCx6iIiIiIjIoLHoISIiIiIig8aih4iIiIiIDJpEcIlfok4jkUj0nQIRERkgnq4RdUgqp6wm6kTJycn6ToGoV4iLiwMAfPDBB3rOhIiInge80kNERN0uODgYAJCS8v/Yu/e4qKq9f+CfLbfhNlwSEESUizeOipZWkHdPx5TjrR4FL/lg3i8HSI+akKWmJulRDqinRI89J1PA9OAlsfNS4iGtTDMQ6acBaqKoqAgMMsZl1u+PnpmcBpEBhoHh83695g/XXnut7549M+4ve+21ko0cCRERtQH7+UwPERERERGZNCY9RERERERk0pj0EBERERGRSWPSQ0REREREJo1JDxERERERmTQmPUREREREZNKY9BARERERkUlj0kNERERERCaNSQ8REREREZk0Jj1ERERERGTSmPQQEREREZFJY9JDREREREQmjUkPERERERGZNCY9RERERERk0pj0EBERERGRSWPSQ0REREREJo1JDxERERERmTQmPUREREREZNKY9BARERERkUlj0kNERERERCaNSQ8REREREZk0Jj1ERERERGTSmPQQEREREZFJY9JDREREREQmjUkPERERERGZNCY9RERERERk0pj0EBERERGRSWPSQ0REREREJo1JDxERERERmTQmPUREREREZNKY9BARERERkUlj0kNERERERCbN3NgBEBGRaTtz5gyysrK0yq5cuQIA2LFjh1Z5QEAAXnjhhWaLjYiI2gYmPUREZFB3797F3LlzYWZmhnbtfh1gIIQAACxatAgAoFKpUFNTgyNHjhgtTiIiMl2SUP/PQ0REZABVVVVo3749ysrK6qwnl8tx9+5dWFpaNlNkRETURuznMz1ERGRQFhYWmDx5cp3JTH3qEBERNRSTHiIiMrjJkyejsrLyidurqqowZcqUZoyIiIjaEg5vIyIig1OpVPDw8MCdO3dq3e7i4oLbt29rnvkhIiJqQhzeRkREhteuXTu8/vrrtQ5fs7S0RFhYGBMeIiIyGP4PQ0REzeJJQ9wqKysxefJkI0RERERtBZMeIiJqFs8++yz8/Px0yn18fNCvXz8jRERERG0Fkx4iImo206ZNg4WFhebflpaW+O///m8jRkRERG0BJzIgIqJmk5eXh65du2qVXb58Gd26dTNSRERE1AZwIgMiImo+fn5+CAgIgCRJkCQJAQEBTHiIiMjgmPQQEVGzmj59OszMzGBmZobp06cbOxwiImoDOLyNiIiaVWFhITp16gQhBAoKCtCxY0djh0RERKZtv7mxIyAyhIkTJxo7BCKqg7OzMwAgMjLSyJEQUV32799v7BCImgSHt5FJ+uyzz3Djxg1jh0FET+Dl5YXOnTvrtc+NGzfw2WefGSgi08XfQ2oIft/I1HB4G5kkSZKQlJSESZMmGTsUIqpFcXExgN/u+NRHcnIyQkJCwP+29MPfQ2oIft/IxHB4GxERNT99kh0iIqLG4vA2IiIiIiIyaUx6iIiIiIjIpDHpISIiIiIik8akh4iIiIiITBqTHiIialOOHTsGBwcHHDlyxNihtHgnTpzAihUroFKpMGHCBHh5eUEmk6Fjx44YN24cLly40OC2VSoVtmzZgqCgoHrVf/ToEXr06IG33367wX225H7XrFkDf39/yOVyWFlZwc/PD8uWLUN5eblO3b1792LAgAGwt7dH586dMWPGDNy+fVuz/fDhw4iJiUFNTU2jYiYyJUx6iIioTeEUvPXz7rvvIi4uDlFRUVCpVPjqq6+wd+9eFBcX49SpU1AqlRg8eDAKCwv1bjs3NxeDBw/G4sWLUVFRUa99oqOjcfnyZb37ai39pqWlYdGiRbh27Rru3buH9evXIzY2Vmex7aSkJEydOhUTJ07EjRs3cOjQIWRkZGDUqFGorq4GAIwdOxYymQwjRoxASUlJo2InMhVMeoiIqE0JDg5GaWkpxowZY+xQoFQq633HoTlt2LABiYmJSE5Ohr29PQAgMDAQAwcOhI2NDby9vbFu3TqUlpbi448/1qvtrKwsvPXWW5g/fz769u1br32+/vprXLx4Ud/DaFX92tnZYe7cuXB2doa9vT0mTZqECRMm4Pjx4ygoKNDU++ijj+Dh4YGlS5fCwcEBffv2xeLFi5GZmYkzZ85o6kVERCAgIACjR4/WJENEbRmTHiIiIiPZtWsXioqKjB2Glry8PKxcuRKrV6+GTCYDAJibm+sMB/Tx8QEA5Ofn69V+QEAADhw4gKlTp8LKyuqp9ZVKJZYuXYrY2Fi9+mlt/R49ehRmZmZaZe3btwcArbtDBQUFcHd3hyRJmrJOnToBAH7++Wet/VetWoXMzMxGHwORKWDSQ0REbcapU6fg5eUFSZKwdetWAMD27dtha2sLGxsbHDp0CKNGjYJcLoenpyf27dun2TcuLg4ymQyurq6YN28e3N3dIZPJEBQUpPUX9vDwcFhaWqJDhw6asoULF8LW1haSJOHevXsAgMjISCxZsgT5+fmQJAl+fn4AgOPHj0Mul2PdunXN8ZboiIuLgxACY8eOrbOeUqkEAMjlcoPGEx0djYULF8LFxcWg/bSUfh938+ZNWFtbw9vbW1Pm4+Ojkyirn+dRJ6JqTk5OGDJkCGJjYzmsk9o8Jj1ERNRmDBw4EF9//bVW2YIFC/Dmm29CqVTC3t4eSUlJyM/Ph4+PD2bPno2qqioAvyYzYWFhqKioQEREBK5du4bz58+juroaL7/8smYIUlxcHCZNmqTVx7Zt27B69WqtstjYWIwZMwa+vr4QQiAvLw8ANA+fq1Qqg7wHT/P555+je/fusLGxqbPed999B+DX99RQTp8+jfz8fEyZMsVgfbSkfh9XUVGBtLQ0zJ49G5aWlpryqKgo3L59G/Hx8VAoFMjJyUFsbCxGjhyJF198Uaedfv364ebNm8jKymrO8IlaHCY9RERE/ycoKAhyuRwuLi4IDQ3Fw4cPcf36da065ubm6NmzJ6ysrODv74/t27dDoVBg9+7dTRJDcHAwysrKsHLlyiZpTx8PHz7E1atX4evr+8Q6d+7cQWJiIiIiIhAYGPjUO0INpVQqERkZie3btxuk/ZbW7++tX78e7u7uWLt2rVb5kCFDsHz5coSHh0Mul6NXr15QKBTYuXNnre107doVAJCdnW3wmIlaMiY9REREtVD/dV19p+dJ+vfvDxsbG1y6dKk5wjKooqIiCCHqvMsTGBiIiIgIjB8/HqmpqbCwsDBILFFRUZgzZw46duxokPZbWr+PO3jwIJKTk/HFF19oJpJQi46Oxo4dO3Dy5EmUl5fjypUrCAoKQmBgoNaEB2rqc3nnzp1miZ2opWLSQ0RE1EhWVla4e/euscNotEePHgFAnQ/cu7q6Ii0tDfHx8XBwcDBIHKdOnUJ2djZmzZplkPZbWr+PS0xMxIYNG5Ceno4uXbpobbt16xZiYmIwZ84cDB8+HLa2tvD29kZCQgIKCwuxceNGnfasra0B/HZuidoqJj1ERESNUFVVhZKSEnh6eho7lEZTXyDXtaili4sLHB0dDRrHrl27cPLkSbRr1w6SJEGSJM2EAuvWrYMkSTh37pzJ9KsWHx+PPXv2IC0tDR4eHjrbc3NzUVNTo7NNLpfD2dkZOTk5OvtUVlYC+O3cErVVTHqIiIgaIT09HUIIrYfIzc3NnzosriVydXWFJEkoLS19Yp0jR44YfOjX7t27IYTQeqnvpEVHR0MIgf79+5tMv0IILF++HNnZ2UhJSYGdnV2t9dSJ9a1bt7TKFQoFiouLNVNXP059Lt3c3Jo4aqLWhUkPERGRHlQqFR48eIDq6mpcuHABkZGR8PLyQlhYmKaOn58fiouLkZKSgqqqKty9e1dnDRUAcHZ2RmFhIa5duwaFQoGqqiqkpqYabcpqGxsb+Pj44MaNG7Vuz8vLg5ubG0JCQnS2hYaGws3NDefPnzd0mCbX748//ogPPvgACQkJsLCw0NxlUr82bdoEAPD29sawYcOQkJCAjIwMKJVKFBQUYO7cuQCAmTNn6rStPpe9e/dudJxErRmTHiIiajO2bt2KAQMGAACWL1+OcePGYfv27diyZQsAoE+fPrhy5QoSEhKwZMkSAMArr7yC3NxcTRuPHj1C7969YW1tjUGDBqFbt2748ssvtZ6DWbBgAYYNG4bJkyeje/fueO+99zTDix5/4Hz+/PlwdXWFv78/Ro8ejeLi4mZ5H+oSHByMnJwczTo8j6trrZfKykoUFRXh0KFDdbb/7bffYuDAgfDw8MCZM2eQlZUFd3d3vPTSS8jIyNA7XlPot75r6EiShP379yM0NBQzZ86Ek5MT/P39cf36dRw4cACDBg3S2efs2bPo2LEj+vTpo/cxEpkSSXC1KjJBkiQhKSlJZ60MImq9kpOTERISYtRFFufNm4f9+/fj/v37RotBX/r+Hubl5aFnz57YvXs3pk2bVu9+VCoVhg4dirCwMLzxxhsNDVdvba1ffdy/fx+enp5Yu3atJomvr5bwfSNqQvt5p4eIiEgPdT3kbwr8/PywZs0arFmzBuXl5fXap6amBikpKVAoFAgNDTVwhG23X32tWrUKffv2RXh4uLFDITI6Jj1ERESkZcWKFZg4cSJCQ0PrnNRALT09HQcOHEBqamqda/w0tbbWrz42b96MzMxMHDt2zGBrKRG1Jkx6qM3btGmTZsaiDz/8sEnafP/99+Hg4ABJkpCZmdkkbbYEhnivarN27VqdB3klSUKvXr206lVVVeGdd96Bj48PLC0t0bFjR/z1r3+t9VmEpzlw4AB8fHw0fXXo0EGvoT36aurPyO/jV79kMhm8vb3xxhtv4OrVq41q82nvyd///nd4eHhAkiS0a9cO3bp1w4kTJ7Tq/PnPf4ZcLke7du3Qo0cPnD59ukHHawxRUVHYvXs3SktL4e3tjc8++8zYIRnUunXrEB4ejvfff/+pdUeMGIFPP/0UHTp0aIbI2m6/9XXo0CH88ssvSE9Ph5OTk7HDIWoZBJEJAiCSkpLqXT83N1cAEP/4xz+aLIZ9+/YJAOKHH35osjZbAkO8V7/33nvvCQA6rz/84Q9a9RYsWCBkMpnYt2+fKCsrE19++aWQy+ViypQpDe7b19dXODg4NPYQ6sUQn5HH46+pqRF37twR//rXv4SNjY1wdXUV9+7da1Sb9QFAvPDCC0/c/uWXX4oRI0boHUdSUpLgf1v60/f3kEgIft/I5CTzTg8RtUiffPKJznoZFy9e1Gy/cuUKPvzwQ0yfPh2hoaGwt7fH0KFDER4ejr179+L//b//Z8ToW4Z27drB1dUVr7/+OhYtWoSioiKdOy9ERERtAZMeImqVzp49C5VKhRdeeEGr/JVXXgEAfPHFF8YIq8Xy8/MDANy+fdvIkRARETU/Jj1ET1BTU4N33nkHXl5esLa2Rp8+fZCUlKTZ/tVXX8Hf3x8ODg6QyWTo3bt3nRfad+7cQZcuXWBubq65MJ81a5bmeQlfX1/88MMPAIAZM2bAxsYGDg4OOHz4cL1j/uCDD2BjYwN7e3sUFRVhyZIl6NixIy5fvvzU42mo8PBwWFpaao1tX7hwIWxtbSFJEu7du9foPmrTrt2vP1/qtU/UunbtCgBad3qOHz9ukMUeW9NnRL3OTEBAgF7HQEREZAqY9BA9wVtvvYUPPvgAW7Zswa1btzBmzBhMmTIF586dA/DrBWpISAiuXbuGwsJC2NnZYerUqU9sz9nZGf3798fBgwdx/PhxAMDOnTvx2muvwczMDF999RX69esHANi9ezcmTJiAPXv2YOzYsfWOedmyZVi8eDHKy8uxfv16eHt748UXX4QQ4qnH01BxcXE6639s27YNq1evblS7K1asgJOTEywtLeHt7Y3x48fj7Nmzmu09evQAAJ1hbM888wwA4O7du5oy9RTDKpWqUTH9Xmv4jJSUlOB//ud/sG3bNgQHB2Po0KF6HQMREZFJMOojRUQGgkZOZKBUKoWNjY0IDQ3V1KmoqBBWVlZiwYIFtbaxfv16AUAUFRUJIbQfUq+qqhKTJ08WqampOvudOHFCABBr167VlJWWloquXbuK6urqeh+DWnR0tAAglEqlpqwhx/MktU1kMHXqVOHm5qZVb+PGjQKAuHv3rt7HcP36dXH+/HmhUCjEL7/8Ir755hvRr18/YW1tLS5evKip98orrwhnZ2dx8uRJoVQqxa1bt0RycrKQJEn8+c9/1rtfIer/0H5L/Yz4+vrqTAAhSZJYu3atqKysbNAxcCKD1k3f30MiIfh9I5PDiQyIanP58mVUVFRoTZFsbW2NDh064NKlS7Xuo14H4fcLF9bU1GDKlClwdXXVDFl63PDhw9GtWzf885//1Kx8nZiYiNDQUJiZmRnteIypU6dO6NevH+zs7GBpaYkXX3wRu3fvhlKpxLZt2zT1EhMTMXHiREyfPh3Ozs546aWX8O9//xtCCM0dH0NpyZ8RBwcHzeQPS5cuhRACDg4OOmt1tLbPhVpt05nz9eQXAISEhBg9Dr5a1yskJMTI33SipmVu7ACIWqKHDx8CAN5++228/fbbWtvc3d0BAJ9//jk2btyInJwclJWVoaqqqta2Fi1ahEePHuHw4cOYM2cO/P39tbZLkoR58+Zh8eLFOHnyJP74xz/iX//6Fz799NNmPZ6Wrnfv3jAzM8NPP/2kKXNwcNBZL+jWrVvYt28fPDw8DBpPa/mMrFy5Ep988gmioqIwbtw4dOrUSa9jaKi6hhLW1NQ0arFEPnOkn5CQEERGRiIwMNDYoVAr8s033yA2NtbYYRA1GSY9RLVwcXEBAGzZsgWRkZE6269fv44JEybg1VdfxT//+U94eHggPj4ey5Yt06k7adIkvP766+jVqxemT5+Ob7/9Fubm2l+9sLAwREVFYefOnejUqRPkcjk6d+7cbMfTGqhUKqhUKlhZWdVZT/3cz7Bhw5o8hoyMDHz//fd48803W81nxN7eHhs2bEBYWBgWLFiAI0eOaLY1xefi8fdEzdnZGYWFhU/c5+rVq1rJl75+/wwZ1S0kJASBgYF830hvTHrIlHB4G1EtOnXqBJlMhszMzFq3Z2dno6qqCgsWLICPjw9kMhkkSaq17rBhw9C+fXvs2LED33//PdauXatTx8nJCSEhIUhJScGmTZswe/bsZj2exjI3N3/iXYyGGDlypE7Z2bNnIYR46l+rExIS4O3tjSFDhjRZPGrff/89bG1tAbSuz8j06dPxwgsv4OjRo0hOTtaUN8Xn4vH3RG348OG4efMmvv76a536Qgh8/PHHOlONExERGRKTHqJayGQyzJgxA/v27cP27dtRVlaGmpoa3LhxA7du3YKXlxcA4MSJE3j06BFyc3Nx5syZOtscO3YswsLCsG7dOnz//fc62+fPn49ffvkFR48exZgxY5r1eBrLz88PxcXFSElJQVVVFe7evYuff/65we3dvHkTiYmJKCkpQVVVFb755hvMmjULXl5emD9/vqbe888/j59//hnV1dW4du0a/vrXv+LEiRPYtWsXLC0tNfVSU1MbNWV1VVUV7ty5g/T0dM0Ffmv6jEiShLi4OEiShPDwcDx48KBex6Dve6K2du1aODo6YuLEifj3v/+Nhw8f4pdffkFWVhamTJmC6upqvP766/WOn4iIqNGMN4kCkeFAj9mK/va3vwk3NzcBQNja2opXX31VCCHEL7/8IpYvXy68vLyEubm5cHFxEa+99prIyckRQgixfPly4ezsLBwdHcXEiRPF1q1bBQDh6+srYmNjhZOTkwAgunTpIoqKikRZWZno1KmTACDs7OzEv/71L51Y+vXrJ1asWNHg446JiRHW1tYCgOjUqZP45JNPNNuedjyNea/u378vhg0bJmQymfD29hZ/+ctfxNKlSwUA4efnJ65fv67XcSxZskT4+voKW1tbYW5uLjw9PcXs2bNFYWGhVr2XX35ZODo6CnNzc+Hk5CSCg4PF2bNnddo7duyYsLe315r97PcOHjxY68xnv38dPHhQs09L+oycPn1adOvWTROnh4eHmDdvnladsLAwAUA4OjqK999//6nH0JD3RO3q1ati9uzZwtvbW1haWgpra2vh7+8v3nnnHVFeXv7E81AXzibVMPr8HhKp8ftGJiZZEuL/pgIiMiGSJCEpKanVjWEPDg7G1q1b4e3tbexQqIVqy5+R5ORkhISEgP9t6ae1/h6ScfH7RiZmP4e3ERnR48/BXLhwATKZrE1ezNKT8TNCRETUeEx6iIxo+fLlyM3NxU8//YQZM2bgvffe06lz6dKleq2pEBoa2qAYDN1+c/VhqurzGSEylBMnTmDFihVQqVSYMGECvLy8IJPJ0LFjR4wbNw4XLlxocNsqlQpbtmxBUFBQveo/evQIPXr00Jle3VT6XbNmDfz9/SGXy2FlZQU/P9DT5oQAACAASURBVD8sW7YM5eXlOnX37t2LAQMGwN7eHp07d8aMGTNw+/ZtzfbDhw8jJiZGZ00woraMU1YTGZGNjQ169OiBjh07Ytu2bTrrswBAjx49DDq8wNDtN1cfpqo+nxEiQ3j33Xfxww8/4NNPP4VKpcJXX32FlJQUPPvss7hz5w7mzp2LwYMH48cff9R7Xazc3FzMmDEDp0+fRkBAQL32iY6OxuXLlxtyKK2i37S0NCxatAihoaGwsLBAamoqpk2bhuzsbKSmpmrqJSUlYerUqYiJicHcuXNx9epVvPbaaxg1ahTOnj0Lc3NzjB07FlevXsWIESOQkpICR0fHRsVPZAp4p4fIiNauXYuamhpcv369yWdsI9PAz0jLolQq632HoCX38TQbNmxAYmIikpOTYW9vDwAIDAzEwIEDYWNjA29vb6xbtw6lpaX4+OOP9Wo7KysLb731FubPn4++ffvWa5+vv/4aFy9e1PcwWlW/dnZ2mDt3LpydnWFvb49JkyZhwoQJOH78OAoKCjT1PvroI3h4eGDp0qVwcHBA3759sXjxYmRmZmrNEBkREYGAgACMHj0a1dXVjToGIlPApIeIiKiedu3ahaKiolbfR13y8vKwcuVKrF69GjKZDMCva3E9vrAtAPj4+AAA8vPz9Wo/ICAABw4cwNSpU5+62DDwaxK4dOnSRi+U2dL7PXr0KMzMzLTK2rdvDwCoqKjQlBUUFMDd3V1r3S/1Yr+/Xypg1apVyMzM5CKjRGDSQ0REJkwIgc2bN6Nnz56wsrKCk5MTxo8fj0uXLmnqhIeHw9LSEh06dNCULVy4ELa2tpAkCffu3QMAREZGYsmSJcjPz4ckSfDz80NcXBxkMhlcXV0xb948uLu7QyaTISgoSOuv7o3pAwCOHz/eqLWm9BEXFwchBMaOHVtnPaVSCQCQy+UGjSc6OhoLFy6Ei4uLQftpKf0+7ubNm7C2ttaavMTHx0cnKVY/z6NORNWcnJwwZMgQxMbGcogxtXlMeoiIyGStWrUKK1asQHR0NIqKipCRkYGCggIMGjQId+7cAfDrRf7vp3Petm0bVq9erVUWGxuLMWPGwNfXF0II5OXlITw8HGFhYaioqEBERASuXbuG8+fPo7q6Gi+//LJmWFJj+gCgeSBdpVI13ZvzBJ9//jm6d+8OGxubOut99913AICBAwcaLJbTp08jPz8fU6ZMMVgfLanfx1VUVCAtLQ2zZ8/WWmw5KioKt2/fRnx8PBQKBXJychAbG4uRI0fixRdf1GmnX79+uHnzJrKyspozfKIWh0kPERGZJKVSic2bN+PVV1/FtGnT4ODggN69e+PDDz/EvXv3sGPHjibry9zcXHM3yd/fH9u3b4dCocDu3bubpP3g4GCUlZVh5cqVTdLekzx8+BBXr16Fr6/vE+vcuXMHiYmJiIiIQGBg4FPvCDWUUqlEZGQktm/fbpD2W1q/v7d+/Xq4u7tj7dq1WuVDhgzB8uXLER4eDrlcjl69ekGhUGDnzp21ttO1a1cAQHZ2tsFjJmrJmPQQEZFJysnJQXl5Ofr3769VPmDAAFhaWmoNP2tq/fv3h42NjdYwutagqKgIQog67/IEBgYiIiIC48ePR2pqKiwsLAwSS1RUFObMmYOOHTsapP2W1u/jDh48iOTkZHzxxReaiSTUoqOjsWPHDpw8eRLl5eW4cuUKgoKCEBgYqDXhgZr6XKrvbBK1VUx6iIjIJJWUlAD4dVas33N0dIRCoTBo/1ZWVrh7965B+2hqjx49AoA6H7h3dXVFWloa4uPj4eDgYJA4Tp06hezsbMyaNcsg7be0fh+XmJiIDRs2ID09HV26dNHaduvWLcTExGDOnDkYPnw4bG1t4e3tjYSEBBQWFmLjxo067VlbWwP47dwStVVMeoiIyCSp1yapLbkpKSmBp6enwfquqqoyeB+GoL5ArmtRSxcXF4Ov+7Jr1y6cPHkS7dq10yxerJ5QYN26dZAkCefOnTOZftXi4+OxZ88epKWl1br2UW5uLmpqanS2yeVyODs7IycnR2efyspKAL+dW6K2ikkPERGZpF69esHOzk7nIvXMmTOorKzEc889pykzNzdHVVVVk/Wdnp4OIYTWg+VN3YchuLq6QpIklJaWPrHOkSNHDD70a/fu3RBCaL3Ud82io6MhhNAZttia+xVCYPny5cjOzkZKSkqtdycBaJLoW7duaZUrFAoUFxdrpq5+nPpcurm5NXHURK0Lkx4iIjJJMpkMS5YswcGDB7Fnzx6UlZUhOzsb8+fPh7u7O+bOnaup6+fnh+LiYqSkpKCqqgp3797VWfMEAJydnVFYWIhr165BoVBokhiVSoUHDx6guroaFy5cQGRkJLy8vBAWFtYkfaSmpjbLlNU2Njbw8fHBjRs3at2el5cHNzc3hISE6GwLDQ2Fm5sbzp8/b9AYTbHfH3/8ER988AESEhJgYWGhucukfm3atAkA4O3tjWHDhiEhIQEZGRlQKpUoKCjQfJZnzpyp07b6XPbu3bvRcRK1Zkx6iIjIZL377rtYv3491qxZg/bt22PIkCHo0qUL0tPTYWtrq6m3YMECDBs2DJMnT0b37t3x3nvvaYYDPf6A+Pz58+Hq6gp/f3+MHj0axcXFAH59XqJ3796wtrbGoEGD0K1bN3z55Zdaz8Y0to/mEhwcjJycHM06PI+ra62XyspKFBUV4dChQ3W2/+2332LgwIHw8PDAmTNnkJWVBXd3d7z00kvIyMjQO15T6Le+a+hIkoT9+/cjNDQUM2fOhJOTE/z9/XH9+nUcOHAAgwYN0tnn7Nmz6NixI/r06aP3MRKZEklwtSoyQZIkISkpSWddDCJqvZKTkxESEtLiFlmcN28e9u/fj/v37xs7lFrp+3uYl5eHnj17Yvfu3Zg2bVq9+1GpVBg6dCjCwsLwxhtvNDRcvbW1fvVx//59eHp6Yu3atViyZIle+7bU7xtRA+3nnR4iIqJGquvB/9bGz88Pa9aswZo1a1BeXl6vfWpqapCSkgKFQoHQ0FADR9h2+9XXqlWr0LdvX4SHhxs7FCKjY9JDREREWlasWIGJEyciNDS0zkkN1NLT03HgwAGkpqbWucZPU2tr/epj8+bNyMzMxLFjxwy2lhJRa8Kkh4iIqIGioqKwe/dulJaWwtvbG5999pmxQ2oy69atQ3h4ON5///2n1h0xYgQ+/fRTdOjQoRkia7v91tehQ4fwyy+/ID09HU5OTsYOh6hFMDd2AERERK3V+vXrsX79emOHYTB/+tOf8Kc//cnYYZCexo0bh3Hjxhk7DKIWhXd6iIiIiIjIpDHpISIiIiIik8akh4iIiIiITBqTHiIiIiIiMmmcyIBM1jfffGPsEIioCam/08nJyUaOpPXh7yHpi58ZMjWS4FK7ZIIkSTJ2CERERK0eLxPJROznnR4ySfyRJmrZJk2aBIB3bYiIqHnwmR4iIiIiIjJpTHqIiIiIiMikMekhIiIiIiKTxqSHiIiIiIhMGpMeIiIiIiIyaUx6iIiIiIjIpDHpISIiIiIik8akh4iIiIiITBqTHiIiIiIiMmlMeoiIiIiIyKQx6SEiIiIiIpPGpIeIiIiIiEwakx4iIiIiIjJpTHqIiIiIiMikMekhIiIiIiKTxqSHiIiIiIhMGpMeIiIiIiIyaUx6iIiIiIjIpDHpISIiIiIik8akh4iIiIiITBqTHiIiIiIiMmlMeoiIiIiIyKQx6SEiIiIiIpPGpIeIiIiIiEwakx4iIiIiIjJpTHqIiIiIiMikMekhIiIiIiKTxqSHiIiIiIhMGpMeIiIiIiIyaUx6iIiIiIjIpDHpISIiIiIik8akh4iIiIiITBqTHiIiIiIiMmmSEEIYOwgiIjJdn376KXbt2gWVSqUpu3r1KgDA29tbU9auXTvMnDkTU6dObfYYiYjIpO1n0kNERAZ14cIFBAQE1KtuVlYW+vTpY+CIiIiojdnP4W1ERGRQffr0Qffu3Z9az8/PjwkPEREZBJMeIiIyuNdffx0WFhZP3G5hYYEZM2Y0Y0RERNSWcHgbEREZ3JUrV+Dn54e6/svJzc2Fn59fM0ZFRERtBIe3ERGR4fn4+ODZZ5+FJEk62yRJQv/+/ZnwEBGRwTDpISKiZjF9+nSYmZnplJuZmWH69OlGiIiIiNoKDm8jIqJmUVRUBHd3d62pq4Ffp6ouLCyEm5ubkSIjIiITx+FtRETUPFxdXTFkyBCtuz1mZmYYOnQoEx4iIjIoJj1ERNRsXn/9dZ3JDF5//XUjRUNERG0Fh7cREVGzKSsrg4uLCyorKwH8OlV1UVERHB0djRwZERGZMA5vIyKi5iOXy/HKK6/A3Nwc5ubmGD16NBMeIiIyOCY9RETUrKZNm4aamhrU1NRg6tSpxg6HiIjaAA5vIyKiZvXo0SO0b98eQgjcu3cP1tbWxg6JiIhM235zY0dAZEpqW3iRiJ7MxsbG2CEQtQr8GzVR4zDpIWpikZGRCAwMNHYYRAbzzTffIDY2FklJSQ1uIzMzE5IkISAgoAkja9lCQkL4+0B6U3/fiKhxOLyNqAlJkoSkpCRMmjTJ2KEQGUxycjJCQkIa9Zfn6upqAIC5edv52xt/H6ghmuL7RkQc3kZEREbQlpIdIiIyPs7eRkREREREJo1JDxERERERmTQmPUREREREZNKY9BARERERkUlj0kNEREZx7NgxODg44MiRI8YOpcU7ceIEVqxYAZVKhQkTJsDLywsymQwdO3bEuHHjcOHChQa3rVKpsGXLFgQFBdWr/qNHj9CjRw+8/fbbDe6zJfe7Zs0a+Pv7Qy6Xw8rKCn5+fli2bBnKy8t16u7duxcDBgyAvb09OnfujBkzZuD27dua7YcPH0ZMTAxqamoaFTMRNR6THiIiMgpOwVs/7777LuLi4hAVFQWVSoWvvvoKe/fuRXFxMU6dOgWlUonBgwejsLBQ77Zzc3MxePBgLF68GBUVFfXaJzo6GpcvX9a7r9bSb1paGhYtWoRr167h3r17WL9+PWJjYzFx4kSteklJSZg6dSomTpyIGzdu4NChQ8jIyMCoUaM0U7KPHTsWMpkMI0aMQElJSaNiJ6LGYdJDRERGERwcjNLSUowZM8bYoUCpVNb7jkNz2rBhAxITE5GcnAx7e3sAQGBgIAYOHAgbGxt4e3tj3bp1KC0txccff6xX21lZWXjrrbcwf/589O3bt177fP3117h48aK+h9Gq+rWzs8PcuXPh7OwMe3t7TJo0CRMmTMDx48dRUFCgqffRRx/Bw8MDS5cuhYODA/r27YvFixcjMzMTZ86c0dSLiIhAQEAARo8erUmGiKj5MekhIqI2b9euXSgqKjJ2GFry8vKwcuVKrF69GjKZDMCv6xv9fjigj48PACA/P1+v9gMCAnDgwAFMnToVVlZWT62vVCqxdOlSxMbG6tVPa+v36NGjMDMz0ypr3749AGjdHSooKIC7uzskSdKUderUCQDw888/a+2/atUqZGZmNvoYiKjhmPQQEVGzO3XqFLy8vCBJErZu3QoA2L59O2xtbWFjY4NDhw5h1KhRkMvl8PT0xL59+zT7xsXFQSaTwdXVFfPmzYO7uztkMhmCgoK0/sIeHh4OS0tLdOjQQVO2cOFC2NraQpIk3Lt3DwAQGRmJJUuWID8/H5Ikwc/PDwBw/PhxyOVyrFu3rjneEh1xcXEQQmDs2LF11lMqlQAAuVxu0Hiio6OxcOFCuLi4GLSfltLv427evAlra2t4e3trynx8fHQSZfXzPOpEVM3JyQlDhgxBbGwsh3USGQmTHiIianYDBw7E119/rVW2YMECvPnmm1AqlbC3t0dSUhLy8/Ph4+OD2bNno6qqCsCvyUxYWBgqKioQERGBa9eu4fz586iursbLL7+sGYIUFxeHSZMmafWxbds2rF69WqssNjYWY8aMga+vL4QQyMvLAwDNw+cqlcog78HTfP755+jevTtsbGzqrPfdd98B+PU9NZTTp08jPz8fU6ZMMVgfLanfx1VUVCAtLQ2zZ8+GpaWlpjwqKgq3b99GfHw8FAoFcnJyEBsbi5EjR+LFF1/Uaadfv364efMmsrKymjN8Ivo/THqIiKjFCQoKglwuh4uLC0JDQ/Hw4UNcv35dq465uTl69uwJKysr+Pv7Y/v27VAoFNi9e3eTxBAcHIyysjKsXLmySdrTx8OHD3H16lX4+vo+sc6dO3eQmJiIiIgIBAYGPvWOUEMplUpERkZi+/btBmm/pfX7e+vXr4e7uzvWrl2rVT5kyBAsX74c4eHhkMvl6NWrFxQKBXbu3FlrO127dgUAZGdnGzxmItLFpIeIiFo09V/X1Xd6nqR///6wsbHBpUuXmiMsgyoqKoIQos67PIGBgYiIiMD48eORmpoKCwsLg8QSFRWFOXPmoGPHjgZpv6X1+7iDBw8iOTkZX3zxhWYiCbXo6Gjs2LEDJ0+eRHl5Oa5cuYKgoCAEBgZqTXigpj6Xd+7caZbYiUgbkx4iIjIZVlZWuHv3rrHDaLRHjx4BQJ0P3Lu6uiItLQ3x8fFwcHAwSBynTp1CdnY2Zs2aZZD2W1q/j0tMTMSGDRuQnp6OLl26aG27desWYmJiMGfOHAwfPhy2trbw9vZGQkICCgsLsXHjRp32rK2tAfx2bomoeTHpISIik1BVVYWSkhJ4enoaO5RGU18g17WopYuLCxwdHQ0ax65du3Dy5Em0a9cOkiRBkiTNhALr1q2DJEk4d+6cyfSrFh8fjz179iAtLQ0eHh4623Nzc1FTU6OzTS6Xw9nZGTk5OTr7VFZWAvjt3BJR82LSQ0REJiE9PR1CCK2HyM3NzZ86LK4lcnV1hSRJKC0tfWKdI0eOGHzo1+7duyGE0Hqp76RFR0dDCIH+/fubTL9CCCxfvhzZ2dlISUmBnZ1drfXUifWtW7e0yhUKBYqLizVTVz9OfS7d3NyaOGoiqg8mPURE1CqpVCo8ePAA1dXVuHDhAiIjI+Hl5YWwsDBNHT8/PxQXFyMlJQVVVVW4e/euzhoqAODs7IzCwkJcu3YNCoUCVVVVSE1NNdqU1TY2NvDx8cGNGzdq3Z6Xlwc3NzeEhITobAsNDYWbmxvOnz9v6DBNrt8ff/wRH3zwARISEmBhYaG5y6R+bdq0CQDg7e2NYcOGISEhARkZGVAqlSgoKMDcuXMBADNnztRpW30ue/fu3eg4iUh/THqIiKjZbd26FQMGDAAALF++HOPGjcP27duxZcsWAECfPn1w5coVJCQkYMmSJQCAV155Bbm5uZo2Hj16hN69e8Pa2hqDBg1Ct27d8OWXX2o9B7NgwQIMGzYMkydPRvfu3fHee+9phhc9/sD5/Pnz4erqCn9/f4wePRrFxcXN8j7UJTg4GDk5OZp1eB5X11ovlZWVKCoqwqFDh+ps/9tvv8XAgQPh4eGBM2fOICsrC+7u7njppZeQkZGhd7ym0G9919CRJAn79+9HaGgoZs6cCScnJ/j7++P69es4cOAABg0apLPP2bNn0bFjR/Tp00fvYySixpMEV8kiajKSJCEpKUlnbRAiU5KcnIyQkBCjLrI4b9487N+/H/fv3zdaDPrS9/chLy8PPXv2xO7duzFt2rR696NSqTB06FCEhYXhjTfeaGi4emtr/erj/v378PT0xNq1azVJfH21hO8bkQnYzzs9RETUKtX1kL8p8PPzw5o1a7BmzRqUl5fXa5+amhqkpKRAoVAgNDTUwBG23X71tWrVKvTt2xfh4eHGDoWozWLSQ0Q61qxZA39/f8jlclhZWcHPzw/Lli176oXXrFmzYG9vD0mSkJmZqXe/MTEx6NGjB6ytrWFra4sePXpg5cqVKCsr06m7d+9eDBgwAPb29ujcuTNmzJiB27dv693n4y5fvoy//OUv+MMf/gB7e3uYm5vDwcEB3bp1Q3BwML755ptGtd8U6nNuDhw4AB8fH53nESwtLeHq6oqhQ4di48aNePDggRGPhOpjxYoVmDhxIkJDQ+uc1EAtPT0dBw4cQGpqap1r/DS1ttavPjZv3ozMzEwcO3bMYGspEVE9CCJqMgBEUlKSscNotCFDhoht27aJ+/fvi7KyMpGUlCQsLCzEK6+88tR99+3bJwCIH374Qe9+g4ODxaZNm0RRUZFQKBQiOTlZWFhYiJdfflmrXmJiogAgYmJiRElJifjhhx+Ej4+P6Nu3r6iqqtK7XyGE2Llzp7CwsBCDBw8Wx48fFw8ePBCPHj0S+fn5IjExUQQFBYmPPvqoQW03JX3Oja+vr3BwcBBCCKFSqcSDBw/El19+KcLCwoQkScLd3V2cPXtW7xiSkpKEMf/7WLFihbC0tBQARJcuXcT+/fuNFos+GvP78MUXX4jly5c3cURkaCkpKWL9+vWiurq6wW0Y+/tGZCKS+S0iakKmkvQEBwfr/Cc9adIkAUBcv369zn0bk/RMmDBBKJVKrbKJEycKAKKwsFBTNmzYMOHh4SFUKpWmbOvWrQKAOHXqlN79fvPNN8LMzEwMHz78iUnT8ePHRXx8vN5tNzV9zs3jSc/v7d+/X7Rr1064urqKkpISvWLgRVjDmMrvAzUvft+ImkQyh7cRkY6jR4/CzMxMq6x9+/YAgIqKijr3lSSpwf0ePHgQMplMq0y9Dsnjw7cKCgrg7u6u1Zd6XYzapiN+mrVr16Kmpgbvv/8+zM3Na60zcuRILFq0SO+2m1pjzs3j/uu//gthYWEoKirChx9+2KQxEhERtTRMeoiM7JNPPkH//v0hk8lga2uLLl264L333gPw6/SpmzdvRs+ePWFlZQUnJyeMHz8ely5d0uy/fft22NrawsbGBocOHcKoUaMgl8vh6emJffv2aer17NkTkiShXbt2eO655zQXyMuWLYODgwNkMhk+/vjjJ8Z58+ZNWFtbw9vbW1MmhMDGjRvRvXt3WFlZwcHBAUuXLm3S9yc3NxeOjo7o3LmzpszHxwdFRUVa9dTP8/j4+GjKjh8//tR1ViorK3Hy5Ek888wzeP755+sdV0s/N/WhXs8mNTVVr/2IiIhaHSPfaiIyKdBz+MqWLVsEAPH++++L+/fvi+LiYvHRRx+JqVOnCiGEeOedd4SlpaX45JNPRElJibhw4YJ49tlnRfv27cXt27c17URHRwsA4uTJk6K0tFQUFRWJQYMGCVtbW1FZWSmEEKK6ulp06dJFeHl56QyPevPNN8WWLVueGOfDhw+Fvb29CA8P1yqPjo4WkiSJv/3tb+LBgweioqJCbNu2rcHD29QqKyvFjRs3RHx8vLCyshKffPKJ1vb09HRhYWEh4uLiRFlZmbh48aLo2bOnGDlypFa9o0ePCnt7e7FmzZon9vXTTz8JAOLFF1/UK8aWfm6EqHt4mxBClJWVCQCiU6dOeh07h9s0jL6/D0RC8PtG1ET4TA9RU9LnoqayslI4OjqKYcOGaZVXV1eL2NhYUVFRIezs7ERoaKjW9u+++04A0LqQV19YP/48jDr5yMvL05Spk6zk5GRN2cOHD4WXl5coLS19YqzR0dGiW7duoqysTFNWUVEhbGxsdCYZaMwzPWpubm4CgHjmmWfE3//+d01y8Li3335bANC8PD09RUFBgd59nTt3TgAQf/zjH+u9T0s/N2pPS3qEEEKSJOHo6Fhnnd/jRVjDMOmhhuD3jahJJNc+eJ2IDO7ChQsoKSnByJEjtcrNzMwQERGBc+fOoby8HP3799faPmDAAFhaWuLMmTN1tm9paQkAqKqq0pTNmjULq1atQmxsLCZOnAgA2LNnD8aPHw+5XF5rOwcPHkRycjL+85//wN7eXlOel5eHiooKjBgxov4HXU8FBQUoKSnBDz/8gBUrVmDHjh1IS0uDq6srACA6Oho7d+7EyZMn8cILL6CoqAhvvfUWAgMD8fXXX2ue76kPOzs7APo9D5OTk9Oiz019PXz4EEKIJ7b/NMnJyQ3ary1rCdOeU+vCzwxR02DSQ2Qk6rVnHB0da91eUlIC4LeL8sc5OjpCoVDo3aednR3mzJmDjRs34rvvvsPzzz+Pf/zjH/jss89qrZ+YmIjNmzcjPT0dHh4eWttu3LgBAHBxcdE7jqexsLCAi4sL/vSnP8Hb2xvdunXD+vXrERsbi1u3biEmJgYrVqzA8OHDAQDe3t5ISEiAk5MTNm7ciLi4uHr31aVLF8hkMvz000/13qeln5v6Uh9zjx49GrR/SEhIg/Zry2JjYxEbG2vsMIiI2hxOZEBkJOoL1Xv37tW6XZ0M1XYBXVJSAk9Pzwb1Gx4eDgsLC2zZsgUZGRno1KkTfH19derFx8djz549SEtLq/WiWj3L2i+//NKgOOrLz88PZmZmyMnJAfDrxAY1NTU6Mcnlcjg7O2vq1ZeVlRVGjhyJe/fu4fTp00+sV1xcjFmzZgFo+eemvo4fPw4AGDVqVIP2F0LwpccLAJKSkoweB1+t65WUlNTg7zgR/YZJD5GRdOnSBc7OzvjPf/5T6/ZevXrBzs4O586d0yo/c+YMKisr8dxzzzWoX09PT0yaNAmfffYZVq5cicjISK3tQggsX74c2dnZSElJqfVuhjq+du3a4X//938bFMfv3b9/H1OmTNEpVyc56iFr6oTi1q1bWvUUCgWKi4v1GtqmtmrVKlhZWWHx4sVQKpW11rl48aJmOuuWfm7q4/bt29iyZQs8PT3xxhtvNLgdIiKi1oBJD5GRWFlZISoqChkZGQgPD8fNmzehUqmgUCjw448/QiaTYcmSJTh48CD27NmDsrIyZGdnY/78+XB3d8fcuXMb3PeSJUtQXV2NBw8eaIaIqf3444/44IMPkJCQAAsLC0iSpPXatGkTgF+Htb322mv47LPPsGvXLpSVleHChQvYsWNHg2KytbXFf/7zH6SlpaGsrAxVVVX44Ycf8N///d+wtbXF4sWLAfw6lG3YsGFISEhARkYGlEolCgoKNO/HzJkzjM7MOwAAIABJREFUNW2mpqY+dcpqAOjbty8+/fRTXLx4EYMGDcKxY8dQWlqKqqoqXL16FQkJCZg5cyYsLCwAoMWfm8cJIVBeXg6VSgUhBO7evYukpCS89NJLMDMzQ0pKSoOf6SEiImo1BBE1GTRgdqatW7eK3r17C5lMJmQymejXr5/Ytm2bEEIIlUolNm7cKLp27SosLCyEk5OTmDBhgrh8+bJm/23btgkbGxsBQHTt2lXk5+eLHTt2CLlcLgCIzp07i59++kmn32HDhomdO3fqlGdnZ2vNivb718aNGzV1FQqFmDVrlnjmmWeEnZ2dGDhwoHjnnXc0s6llZWXp9V6MHTtWeHt7Czs7O2FlZSV8fX1FaGioyM7O1qp37949ERkZKfz8/ISVlZWws7MTL730kvj3v/+tVe/YsWPC3t5erF27tl79X79+Xfz1r38VvXv3FnZ2dsLMzEw4OjqKfv36iZkzZ4rTp09r6rbkc3P48GHRp08fYWNjIywtLUW7du0EAM1Mbc8//7xYs2aNuH//fr3el9/jbFIN05DfByJ+34iaRLIkhBDNl2IRmTZJkpCUlIRJkyYZOxQig0lOTkZISAj434d++PtADcHvG1GT2M/hbUREREREZNKY9BCRwVy6dEnnuZPaXqGhocYOlYiIiEwYkx4iMpgePXrUa0rWxMREY4dKZBJOnDiBFStWQKVSYcKECfDy8oJMJkPHjh0xbtw4XLhwQe82hw4d+sQ/WDRkBsGmbk9NpVJhy5YtCAoKqnX7mjVr4O/vD7lcDisrK/j5+WHZsmUoLy/Xqbt3714MGDAA9vb26Ny5M2bMmIHbt29rth8+fBgxMTGoqalpcLxE1LyY9BAREZmAd999F3FxcYiKioJKpcJXX32FvXv3ori4GKdOnYJSqcTgwYNRWFjYZH0OHDiwydpqTHu5ubkYPHgwFi9ejIqKilrrpKWlYdGiRbh27Rru3bunWfB44sSJWvWSkpIwdepUTJw4ETdu3MChQ4eQkZGBUaNGobq6GgAwduxYyGQyjBgxQrNYMRG1bEx6iIio1VEqlU/8i35r6qOpbNiwAYmJiUhOToa9vT0AIDAwEAMHDoSNjQ28vb2xbt06lJaW4uOPP9arbZlMhrKyMp07tHPnzsWyZcv0jrWp28vKysJbb72F+fPno2/fvk+sZ2dnh7lz58LZ2Rn29vaYNGkSJkyYgOPHj6OgoEBT76OPPoKHhweWLl0KBwcH9O3bF4sXL0ZmZibOnDmjqRcREYGAgACMHj1akwwRUcvFpIeIiFqdXbt2oaioqNX30RTy8vKwcuVKrF69GjKZDABgbm6OI0eOaNXz8fEBAOTn5+vV/vHjxzWJlFpBQQEuXryos5aUMdoLCAjAgQMHMHXqVFhZWT2x3tGjR2FmZqZV1r59ewDQujtUUFAAd3d3SJKkKVMvevzzzz9r7b9q1SpkZmYiNjZW77iJqHkx6SEiIoMTQmDz5s3o2bMnrKys4OTkhPHjx+PSpUuaOuHh4bC0tESHDh00ZQsXLoStrS0kScK9e/cAAJGRkViyZAny8/MhSRL8/PwQFxcHmUwGV1dXzJs3D+7u7pDJZAgKCtL663xj+gB+vWCvz4K3zSkuLg5CCIwdO7bOekqlEgCaZDHaDRs2ICIiotHtGKq9+rp58yasra3h7e2tKfPx8dFJdtXP86gTRzUnJycMGTIEsbGxnFKaqIVj0kNERAa3atUqrFixAtHR0SgqKkJGRgYKCgowaNAg3LlzB8CvF++/X8Nm27ZtWL16tVZZbGwsxowZA19fXwghkJeXh/DwcISFhaGiogIRERG4du0azp8/j+rqarz88sua4UuN6QOA5sF1lUrVdG9OI33++efo3r07bGxs6qz33XffAWj8czg3b95Eeno6XnvttUa1Y6j26quiogJpaWmYPXs2LC0tNeVRUVG4ffs24uPjoVAokJOTg9jYWIwcORIvvviiTjv9+vXDzZs3kZWV1ZzhE5GemPQQEZFBKZVKbN68Ga+++iqmTZsGBwcH9O7dGx9++CHu3buHHTt2NFlf5ubmmrtJ/v7+2L59OxQKBXbv3t0k7QcHB6OsrAwrV65skvYa6+HDh7h69Sp8fX2fWOfOnTtITExEREQEAgMDn3pH6Gk2bNiAv/zlL2jXrmkuIZq6vfpav3493N3dsXbtWq3yIUOGYPny5QgPD4dcLkevXr2gUCiwc+fOWtvp2rUrACA7O9vgMRNRwzHpISIig8rJyUF5eTn69++vVT5gwABYWlpqDT9rav3794eNjY3WMDpTUlRUBCFEnXd5AgMDERERgfHjxyM1NRUWFhYN7q+wsBCHDx9GWFhYg9swZHv1dfDgQSQnJ+OLL77Qeb4oOjoaO3bswMmTJ1FeXo4rV64gKCgIgYGBWhMeqKnfe/UdSyJqmZj0EBGRQamn9K1tDRZHR0coFAqD9m9lZYW7d+8atA9jefToEQDU+QC/q6sr0tLSEB8fDwcHh0b1FxMTg9mzZ2smTGispm6vPhITE7Fhwwakp6ejS5cuWttu3bqFmJgYzJkzB8OHD4etrS28vb2RkJCAwsJCbNy4Uac9a2trAL+dCyJqmcyNHQAREZk2R0dHAKg1uSkpKYGnp6fB+q6qqjJ4H8akvuCua5FMFxcXzTlojNu3b2Pv3r24fPlyo9syRHv1ER8fjy+++AJpaWm1JuG5ubmoqamBh4eHVrlcLoezszNycnJ09qmsrATw27kgopaJSQ8RERlUr169YGdnh3PnzmmVnzlzBpWVlXjuuec0Zebm5qiqqmqyvtPT0yGE0HoAvan7MCZXV1dIkoTS0tIn1vn91NUNFRMTg2nTpsHZ2blFtlcXIQTeeustPHjwACkpKTA3r/3yR50c37p1S6tcoVCguLhYM3X149TvvZubWxNHTURNicPbiIjIoGQyGZYsWYKDBw9iz549KCsrQ3Z2NubPnw93d3fMnTtXU9fPzw/FxcVISUlBVVUV7t69q7M2CgA4OzujsLAQ165dg0Kh0CQxKpUKDx48QHV1NS5cuIDIyEh4eXlpPTPSmD5SU1Nb1JTVNjY28PHxwY0bN2rdnpeXBzc3N4SEhOhsCw0NhZubG86fP//Ufu7cuYN//vOfePPNN59Yx5jtPc2PP/6IDz74AAkJCbCwsIAkSVqvTZs2AQC8vb0xbNgwJCQkICMjA0qlEgUFBZrP6MyZM3XaVr/3vXv3bnScRGQ4THqIiMjg3n33Xaxfvx5r1qxB+/btMWTIEHTp0gXp6emwtbXV1FuwYAGGDRuGyZMno3v37njvvfc0w4Yef5B8/vz5cHV1hb+/P0aPHo3i4mIAvz5X0bt3b1hbW2PQ/2fvTsOiutK1AT9bpmIejsyIMqiRdsC0dgLBuWO3ckSJIqgkwdgEp4DDiYiJrSISMLZycEhaE7FzOoZBbDBR9LQhtCZpjYmCBo82oAiCAoIyCMpQ+/vhR7UVZqiioHju66ofrr3qXW9tqrBe9l5rTZqEESNG4JtvvpGb89LTMfoaT09PZGdny/bheV57e8fU19ejtLQUqampHY6xc+dOeHl5wd7evs/Fu3DhAjw8PGBjY4OLFy8iKysL1tbWeOWVV3Du3DkA7Z+H5wmCgKSkJPj5+WHZsmUwNTWFi4sLCgoKkJycjEmTJrV4zqVLl2Bra4uxY8d2agwiUg1B5G5aRAojCAISEhJa7ANCpE4SExPh6+vb5zZjXL58OZKSklBeXq7qVFqlrN8Pubm5GDVqFOLi4uDv79/p50mlUkydOhUBAQF46623epxHX4+nDOXl5bCzs0NERATWr1+vlDH66ueNqJ9J4pUeIiJSG+1N6FdXzs7OCA8PR3h4OGpqajr1nKamJqSkpKC6uhp+fn49zqGvx1OWrVu3wtXVFcHBwapOhYg6wKKHiIionwsLC4OPjw/8/PzaXdSgWUZGBpKTk5GWltbuHj+d1dfjKcPu3buRmZmJU6dO9WjvIyLqHSx6iIio39u0aRPi4uJQWVkJBwcHHDt2TNUp9bodO3YgODgYH3zwQYd9Z8yYgc8//xxWVlYKGbuvx1O01NRUPH36FBkZGTA1NVV1OkTUCVyymoiI+r3IyEhERkaqOg2VmzlzJmbOnKnqNNTe3LlzMXfuXFWnQURdwCs9RERERESk1lj0EBERERGRWmPRQ0REREREao1FDxERERERqTVuTkqkQIIg4OWXX4adnZ2qUyFSmrt37+LChQtYsGCBqlPpV44dO8bfD9RlzZ83fl0j6pEkFj1ECuTj46PqFIj6hStXrgAAxo8fr+JMiPqHpKQkVadA1J+x6CEiot63cOFCAEBiYqKKMyEiogEgiXN6iIiIiIhIrbHoISIiIiIitcaih4iIiIiI1BqLHiIiIiIiUmsseoiIiIiISK2x6CEiIiIiIrXGooeIiIiIiNQaix4iIiIiIlJrLHqIiIiIiEitseghIiIiIiK1xqKHiIiIiIjUGoseIiIiIiJSayx6iIiIiIhIrbHoISIiIiIitcaih4iIiIiI1BqLHiIiIiIiUmsseoiIiIiISK2x6CEiIiIiIrXGooeIiIiIiNQaix4iIiIiIlJrLHqIiIiIiEitseghIiIiIiK1xqKHiIiIiIjUGoseIiIiIiJSayx6iIiIiIhIrbHoISIiIiIitcaih4iIiIiI1BqLHiIiIiIiUmsseoiIiIiISK2x6CEiIiIiIrXGooeIiIiIiNQaix4iIiIiIlJrmqpOgIiI1FttbS2ePn0q11ZfXw8AePjwoVy7jo4O9PT0ei03IiIaGFj0EBGRUh05cgSrVq1q9ZiZmZncv/fv34+VK1f2RlpERDSACKIoiqpOgoiI1FdZWRmsra3R1NTUbj8NDQ3cu3cP5ubmvZQZERENEEmc00NEREplbm6OGTNmQENDo80+Ghoa+O1vf8uCh4iIlIJFDxERKZ2/vz/au7FAFEX4+/v3YkZERDSQ8PY2IiJSuurqapibm7dY0KCZtrY2ysrKYGRk1MuZERHRAMDb24iISPkMDQ0xZ84caGlptTimqamJuXPnsuAhIiKlYdFDRES9YsmSJWhsbGzR3tTUhCVLlqggIyIiGih4exsREfWK+vp6DB48GNXV1XLtBgYGePDgAXR0dFSUGRERqTne3kZERL1DW1sbPj4+0NbWlrVpaWnB19eXBQ8RESkVix4iIuo1ixcvRn19vezfDQ0NWLx4sQozIiKigYC3txERUa+RSqWwsrJCWVkZAGDw4MG4f/9+u3v4EBER9RBvbyMiot4zaNAgLF68GNra2tDS0sKSJUtY8BARkdKx6CEiol61aNEi1NfX89Y2IiLqNZqqToBIlRITE1WdAtGAI4oi/uM//gMAcPv2beTn56s2IaIBaOHChapOgahXcU4PDWiCIKg6BSIiol7Hr380wCTxSg8NeAkJCfyLF1Evu379OgDAxcVF4bETExPh6+vLL3VdJAgCfx8OAM2fD6KBhkUPERH1OmUUO0RERG3hQgZERERERKTWWPQQEREREZFaY9FDRERERERqjUUPERERERGpNRY9RERERESk1lj0EBERteLUqVMwNjbGl19+qepU+ryzZ88iLCwMUqkU3t7esLe3h0Qiga2tLebOnYurV692OebUqVMhCEKrDwMDA5XHayaVSrFnzx64u7u3ejw8PBwuLi4wMjKCjo4OnJ2dsWHDBtTU1LToe/ToUUycOBGGhoYYOnQoli5divv378uOnzhxAtHR0Whqaup2vkQDFYseIiKiVnCfn87ZsmULYmNjsWnTJkilUpw/fx5Hjx5FRUUFvv32W9TV1WHy5MkoLi5W2JgeHh4Ki9WTeDk5OZg8eTLWrVuH2traVvukp6dj9erVyM/Px4MHDxAZGYmYmBj4+PjI9UtISMCSJUvg4+ODu3fvIjU1FefOncOsWbPQ2NgIAPDy8oJEIsGMGTPw6NGjbuVMNFCx6CEiImqFp6cnKisrMWfOHFWngrq6ujavJKhSVFQU4uPjkZiYCENDQwCAm5sbPDw8oKenBwcHB+zYsQOVlZU4cuRIl2JLJBJUVVVBFEW5R1BQEDZs2NDlXBUdLysrCxs3bsSKFSvg6uraZj8DAwMEBQXBzMwMhoaGWLhwIby9vXH69GkUFhbK+v35z3+GjY0N3n33XRgbG8PV1RXr1q1DZmYmLl68KOsXEhKCcePGYfbs2bJiiIg6xqKHiIioj/v0009RWlqq6jTk5ObmYvPmzdi2bRskEgkAQFNTs8XtgI6OjgCAvLy8LsU/ffq0rJBqVlhYiJ9//hnTp0/vcr6Kjjdu3DgkJydjyZIl0NHRabPfV199BQ0NDbm2wYMHA4Dc1aHCwkJYW1tDEARZ25AhQwAAd+7ckXv+1q1bkZmZiZiYmC7nTTRQseghIiL6hW+//Rb29vYQBAH79u0DABw4cAD6+vrQ09NDamoqZs2aBSMjI9jZ2eGLL76QPTc2NhYSiQQWFhZYvnw5rK2tIZFI4O7uLvcX++DgYGhra8PKykrWtmrVKujr60MQBDx48AAAsGbNGqxfvx55eXkQBAHOzs4Ann2JNzIywo4dO3rjlLQQGxsLURTh5eXVbr+6ujoAgJGRUY/HjIqKQkhISI/jKCteZxUVFUFXVxcODg6yNkdHxxaFbfN8nubCsZmpqSmmTJmCmJgY3oZJ1EkseoiIiH7Bw8MD33//vVzbypUrsXbtWtTV1cHQ0BAJCQnIy8uDo6MjAgMD0dDQAOBZMRMQEIDa2lqEhIQgPz8fly9fRmNjI1599VXZLU2xsbFYuHCh3Bj79+/Htm3b5NpiYmIwZ84cODk5QRRF5ObmAoBsMrtUKlXKOejIyZMnMXLkSOjp6bXb74cffgDQ83k4RUVFyMjIwPz583sUR1nxOqu2thbp6ekIDAyEtra2rH3Tpk24f/8+9u7di+rqamRnZyMmJga/+93v8PLLL7eIM378eBQVFSErK6s30yfqt1j0EBERdZG7uzuMjIxgbm4OPz8/PH78GAUFBXJ9NDU1MWrUKOjo6MDFxQUHDhxAdXU14uLiFJKDp6cnqqqqsHnzZoXE64rHjx/j9u3bcHJyarNPSUkJ4uPjERISAjc3tw6vCHUkKioK77zzDgYNUsxXF0XH66zIyEhYW1sjIiJCrn3KlCkIDQ1FcHAwjIyMMHr0aFRXV+OTTz5pNc7w4cMBANeuXVN6zkTqgEUPERFRDzT/tb75Sk9bJkyYAD09Pdy4caM30lKq0tJSiKLY7lUeNzc3hISEYN68eUhLS4OWlla3xysuLsaJEycQEBDQ7RjKjNdZx48fR2JiIs6cOdNiftF7772HgwcP4uuvv0ZNTQ1u3boFd3d3uLm5yS140Kz53JeUlPRK7kT9HYseIiKiXqKjo4OysjJVp9FjT548AYB2J/BbWFggPT0de/fuhbGxcY/Gi46ORmBgoGzBhJ5SdLzOiI+PR1RUFDIyMjBs2DC5Y/fu3UN0dDTefvttTJ8+Hfr6+nBwcMChQ4dQXFyMDz/8sEU8XV1dAP/+WRBR+zRVnQAREdFA0NDQgEePHsHOzk7VqfRY8xfu9jbJNDc3h4mJSY/Hun//Po4ePYqbN2/2OJYy4nXG3r17cebMGaSnp7e6EWpOTg6amppgY2Mj125kZAQzMzNkZ2e3eE59fT2Af/8siKh9LHqIiIh6QUZGBkRRlJuUrqmp2eFtcX2RhYUFBEFAZWVlm31+uXR1d0VHR8Pf3x9mZmZ9Ml57RFHExo0b8fDhQ6SkpEBTs/WvXc2F8L179+Taq6urUVFRIVu6+nnN597S0lLBWROpJ97eRkREpARSqRQPHz5EY2Mjrl69ijVr1sDe3l5uHomzszMqKiqQkpKChoYGlJWVtdiTBQDMzMxQXFyM/Px8VFdXo6GhAWlpaSpbslpPTw+Ojo64e/duq8dzc3NhaWkJX1/fFsf8/PxgaWmJy5cvdzhOSUkJDh8+jLVr17bZR5XxOnL9+nXs3LkThw4dgpaWFgRBkHvs2rULAODg4IBp06bh0KFDOHfuHOrq6lBYWIigoCAAwLJly1rEbj73Y8aM6XGeRAMBix4iIqJf2LdvHyZOnAgACA0Nxdy5c3HgwAHs2bMHADB27FjcunULhw4dwvr16wEAv//975GTkyOL8eTJE4wZMwa6urqYNGkSRowYgW+++UZuHszKlSsxbdo0LFq0CCNHjsT27dtltys9P4F9xYoVsLCwgIuLC2bPno2KiopeOQ/t8fT0RHZ2tmwfnue1t3dMfX09SktLkZqa2uEYO3fuhJeXF+zt7ftcvAsXLsDDwwM2Nja4ePEisrKyYG1tjVdeeQXnzp0D0P55eJ4gCEhKSoKfnx+WLVsGU1NTuLi4oKCgAMnJyZg0aVKL51y6dAm2trYYO3Zsp8YgGugEkbta0QAmCAISEhJa7JVBRP1XYmIifH19Vbpp4/Lly5GUlITy8nKV5dBVXf19mJubi1GjRiEuLg7+/v6dHkcqlWLq1KkICAjAW2+91d10+008ZSgvL4ednR0iIiJkRXdn9YXPB5EKJPFKDxERkRK0N8lfHTg7OyM8PBzh4eGoqanp1HOampqQkpKC6upq+Pn59TiHvh5PWbZu3QpXV1cEBwerOhWifoNFD1En7dq1SzZ59+OPP1ZIzA8++ADGxsYQBAGZmZkKidkXKONctaWhoQGRkZFwdnaGtrY2TExMMHr0aOTn58v1+/bbb/HKK69AT08P1tbWCA0NxdOnT7s8XnJyMhwdHWX35FtZWXXpr9xdpej3yC/zb35IJBI4ODjgrbfewu3bt3sUs6Nz8t///d+wsbGBIAgYNGgQRowYgbNnz8r1+c///E8YGRlh0KBBeOGFF/Ddd9916/WScoWFhcHHxwd+fn7tLmrQLCMjA8nJyUhLS2t3j5/O6uvxlGH37t3IzMzEqVOnerT3EdGAIxINYADEhISETvfPyckRAYgfffSRwnL44osvRADilStXFBazL1DGuWqNt7e3OHLkSPHChQtiQ0ODWFxcLHp5eYnXrl2T9fn5559FXV1dcfPmzWJNTY34/fffi4MHDxaXLl3a7XGdnJxEY2NjRbyEDinjPfJ8/k1NTWJJSYn42WefiXp6eqKFhYX44MGDHsXsDADiSy+91Obxb775RpwxY0aX80hISBBV+d9bWFiYqK2tLQIQhw0bJiYlJaksl67o6u/D5505c0YMDQ1VcEb0SykpKWJkZKTY2NjY7Riq/nwQqUgir/QQUb8VHx+PlJQUJCUl4aWXXoKmpiasra2RmpqK0aNHy/pt374dVlZW2LZtG/T19eHm5obQ0FAcOXIEN27cUOEr6BsGDRoECwsLvP7661i9ejVKS0tbXHmhzouMjMTTp08hiiJu376NBQsWqDolpZs5cyaioqJUnYbamzt3LsLCwqChoaHqVIj6HRY9RNRvffTRR3jxxRfbXbK1sbERJ0+exJQpUyAIgqx91qxZEEWxUys+DSTOzs4Anm3gSEREpC5Y9BD1UFNTE/74xz/C3t4eurq6GDt2LBISEmTHz58/DxcXFxgbG0MikWDMmDE4c+ZMm/FKSkowbNgwaGpq4ve//z0A4A9/+INsvoSTkxOuXLkCAFi6dCn09PRgbGyMEydOdDrnnTt3Qk9PD4aGhigtLcX69etha2uLmzdvdvh6uis4OBja2tqwsrKSta1atQr6+voQBAEPHjzoUrz6+npcuHABrq6u7fa7desWampqWixR6+TkBAC4evWqrO306dNK2fekP71HmpdcHjduXJdeAxERUV/GooeohzZu3IidO3diz549uHfvHubMmYPFixfjxx9/BPDsC6qvry/y8/NRXFwMAwMDLFmypM14ZmZmmDBhAo4fP47Tp08DAD755BPMnz8fGhoaOH/+PMaPHw8AiIuLg7e3N/7617/Cy8ur0zlv2LAB69atQ01NDSIjI+Hg4ICXX35Ztnt4e6+nu2JjY1sshbt//35s27atW/GKi4tRX1+Pn376CdOmTYO1tTUkEglGjRqF/fv3y5Zjbb5iYWhoKPd8iUQCXV1dlJSUyNqaV9uSSqXdyqkt/eE98ujRI/zlL3/B/v374enpialTp3bpNRAREfVlLHqIeuDJkyc4cOAAvL29MX/+fJiYmOD999+HlpYW4uLiAAALFizAli1bYGpqCjMzM3h5eaG8vBxlZWUt4jU2NuLNN9/EH/7whxZfUFesWIGmpiZZXACoqqrCpUuXMHv27G6/hqioKKxevRrJyckYNmxYh6+nr2heItfc3Bw7duxAdnY2SkpKMG/ePKxevRpHjx4FANkKba3dA6+lpSW3saKnpyeqqqqwefNmheXZl98jlZWVsqtDpqamWLp0KTZt2oS//e1vXX4NREREfZmmqhMg6s9u3ryJ2tpauUnzurq6sLKyanOCfPMSo7/cw6OpqQmLFy+GjY2N7Jal502fPh0jRozA4cOHsWnTJgiCgPj4ePj5+SlsUmt3Xo+qNO9q/6tf/Qru7u6y9m3btuGjjz7CwYMHsWTJEkgkEgDPioVfqq+vh66urlLz7MvvEWNjYzx69AjAs6t/H374IYyNjVssg9uf3hfP8/HxUXUK/c6ePXuQlJSk6jRIie7evavqFIhUgld6iHrg8ePHAID3339fbs+TO3fuoLa2FgBw8uRJTJ06Febm5tDR0cGGDRtajbV69Wrk5OTg448/xvXr11scFwQBy5cvx61bt/D1118DAD777DMsW7asV19PX2FtbQ0ALeYCaWtrY+jQocjLywMA2RyiqqoquX61tbV48uSJLI6y9Jf3yObNm2FlZYVNmzahsLCwy6+hu9q7lbCpqYn7kBARkULwSg9RD5ibmwN49tfRNWvWtDheUFAAb29vvPbaazh8+DBsbGywd+/eVr/ULly4EK+//jpGjx6NN95gt1OdAAAgAElEQVR4AxcuXICmpvxHNCAgAJs2bcInn3yCIUOGwMjICEOHDu2119OXGBgYYPjw4a1++W9sbISxsTEAwMHBAYaGhrhz545cn9zcXADA2LFjFZ7buXPn8NNPP2Ht2rX95j1iaGiIqKgoBAQEYOXKlfjyyy9lxxTxvnj+nDQzMzNDcXFxm8+5ffs2hgwZ0q3xAPCKRRcJgoC1a9e2mHtH6iUxMRG+vr6qToOo1/FKD1EPDBkyBBKJBJmZma0ev3btGhoaGrBy5Uo4OjpCIpHILZv8vGnTpmHw4ME4ePAgfvrpJ0RERLToY2pqCl9fX6SkpGDXrl0IDAzs1dfTU5qammhoaFBYPF9fX1y5cgW3bt2StdXW1uLOnTuyZaw1NTUxe/ZsnDt3Tu6qQlpaGgRB6NICEJ31008/QV9fH0D/eo+88cYbeOmll/DVV18hMTFR1q6I98Xz56TZ9OnTUVRUhO+//75Ff1EUceTIEbz00kvdHpOIiKgZix6iHpBIJFi6dCm++OILHDhwAFVVVWhqasLdu3dx79492TLJZ8+exZMnT5CTk4OLFy+2G9PLywsBAQHYsWMHfvrppxbHV6xYgadPn+Krr77CnDlzevX19JSzszMqKiqQkpKChoYGlJWVtbgC0xXr1q3D0KFDERAQgIKCApSXlyM0NBR1dXXYuHGjrN/mzZtRUlKCLVu24PHjx/jnP/+JDz/8EAEBARg5cqSsX1paWo+WrG5oaEBJSQkyMjJkX/D703tEEATExsZCEAQEBwfj4cOHnXoNXT0nzSIiImBiYgIfHx/87W9/w+PHj/H06VNkZWVh8eLFaGxsxOuvv97p/ImIiNokEg1gAMSEhIRO9f3Tn/4kWlpaigBEfX198bXXXhNFURSfPn0qhoaGivb29qKmpqZobm4uzp8/X8zOzhZFURRDQ0NFMzMz0cTERPTx8RH37dsnAhCdnJzEmJgY0dTUVAQgDhs2TCwtLRWrqqrEIUOGiABEAwMD8bPPPmuRy/jx48WwsLBuv+7o6GhRV1dXBCAOGTJE/J//+R/ZsY5eT0/OVXl5uTht2jRRIpGIDg4O4jvvvCO+++67IgDR2dlZLCgo6PJrKSwsFBctWiSampqKOjo64m9+8xsxLS2tRb9//OMf4m9+8xtRR0dHtLa2Ft99913xyZMncn1OnTolGhoaihEREW2Od/z4cdHJyUkE0O7j+PHjsuf0pffId999J44YMUKWp42Njbh8+XK5PgEBASIA0cTERPzggw86fA3dOSfNbt++LQYGBooODg6itra2qKurK7q4uIh//OMfxZqamjZ/Du1JSEgQ+d9b13Xl9yH1X/x80ACVKIji/9/MgmgAEgQBCQkJ/e4edk9PT+zbtw8ODg6qToX6qIH8Hmmes8D/3rqmv/4+pK7h54MGqCTe3kbUDzw/D+bq1auQSCQD8ssstY3vESIiorax6CHqB0JDQ5GTk4N//etfWLp0KbZv396iz40bN+SWE27r4efn160clB2/t8ZQV515jxApy9mzZxEWFgapVApvb2/Y29tDIpHA1tYWc+fOxdWrV7scc+rUqW3+DjAwMFB5vGZSqRR79uyR2y/seeHh4XBxcYGRkRF0dHTg7OyMDRs2yDZYft7Ro0cxceJEGBoaYujQoVi6dCnu378vO37ixAlER0e32MOLiDrGJauJ+gE9PT288MILsLW1xf79++Hi4tKizwsvvKDU2xWUHb+3xlBXnXmPECnDli1bcOXKFXz++eeQSqU4f/48UlJS8OKLL6KkpARBQUGYPHkyrl+/DhsbG4WM6eHhoZA4PY2Xk5ODpUuX4rvvvsO4ceNa7ZOeno7Vq1fDz88PWlpaSEtLg7+/P65du4a0tDRZv4SEBCxZsgTR0dEICgrC7du3MX/+fMyaNQuXLl2CpqYmvLy8cPv2bcyYMQMpKSkwMTHpVt5EAxGv9BD1AxEREWhqakJBQYHCV2wj9cD3SN9SV1fX5l/++9MYHYmKikJ8fDwSExNhaGgIAHBzc4OHhwf09PTg4OCAHTt2oLKyEkeOHOlSbIlEgqqqKoiiKPcICgpqcwPf3oyXlZWFjRs3YsWKFXB1dW2zn4GBAYKCgmBmZgZDQ0MsXLgQ3t7eOH36tNxGwH/+859hY2ODd999F8bGxnB1dcW6deuQmZkpt6JjSEgIxo0bh9mzZ6OxsbHLeRMNVCx6iIiIFOzTTz9FaWlpvx+jPbm5udi8eTO2bdsGiUQC4Nm+WM9vbAsAjo6OAIC8vLwuxT99+rSskGpWWFiIn3/+GdOnT+9yvoqON27cOCQnJ2PJkiXQ0dFps99XX30FDQ0NubbBgwcDeLav2PO5WFtby+3T1bw57y+X9t+6dSsyMzMRExPT5byJBioWPURENOCJoojdu3dj1KhR0NHRgampKebNm4cbN27I+gQHB0NbWxtWVlaytlWrVkFfXx+CIODBgwcAgDVr1mD9+vXIy8uDIAhwdnZGbGwsJBIJLCwssHz5clhbW0MikcDd3V3ur/g9GQN49sW+J3tNdUVsbCxEUexwg9+6ujoAgJGRUY/HjIqKQkhISI/jKCteZxUVFUFXV1dusRFHR8cWRWzzfJ7mwrGZqakppkyZgpiYGN4STNRJLHqIiGjA27p1K8LCwvDee++htLQU586dQ2FhISZNmoSSkhIAz77k/3I55/3792Pbtm1ybTExMZgzZw6cnJwgiiJyc3MRHByMgIAA1NbWIiQkBPn5+bh8+TIaGxvx6quvym5z6skYAGQT3KVSqeJOThtOnjyJkSNHQk9Pr91+P/zwA4Cez8MpKipCRkYG5s+f36M4yorXWbW1tUhPT0dgYCC0tbVl7Zs2bcL9+/exd+9eVFdXIzs7GzExMfjd736Hl19+uUWc8ePHo6ioCFlZWb2ZPlG/xaKHiIgGtLq6OuzevRuvvfYa/P39YWxsjDFjxuDjjz/GgwcPcPDgQYWNpampKbua5OLiggMHDqC6uhpxcXEKie/p6Ymqqips3rxZIfHa8vjxY9y+fRtOTk5t9ikpKUF8fDxCQkLg5ubW4RWhjkRFReGdd97BoEGK+eqi6HidFRkZCWtra0RERMi1T5kyBaGhoQgODoaRkRFGjx6N6upqfPLJJ63GGT58OADg2rVrSs+ZSB2w6CEiogEtOzsbNTU1mDBhglz7xIkToa2tLXf7maJNmDABenp6crfR9QelpaUQRbHdqzxubm4ICQnBvHnzkJaWBi0trW6PV1xcjBMnTiAgIKDbMZQZr7OOHz+OxMREnDlzpsX8ovfeew8HDx7E119/jZqaGty6dQvu7u5wc3OTW/CgWfO5b74SSUTtY9FDREQD2qNHjwCg1b1aTExMUF1drdTxdXR0UFZWptQxFO3JkycA0O4EfgsLC6Snp2Pv3r0wNjbu0XjR0dEIDAyULZjQU4qO1xnx8fGIiopCRkYGhg0bJnfs3r17iI6Oxttvv43p06dDX18fDg4OOHToEIqLi/Hhhx+2iKerqwvg3z8LImof9+khIqIBrXmvk9aKm0ePHsHOzk5pYzc0NCh9DGVo/sLd3iaZ5ubmCtlH5v79+zh69Chu3rzZ41jKiNcZe/fuxZkzZ5Cent5qcZ2Tk4OmpqYW+xgZGRnBzMwM2dnZLZ5TX18P4N8/CyJqH4seIiIa0EaPHg0DAwP8+OOPcu0XL15EfX09fv3rX8vaNDU10dDQoLCxMzIyIIqi3ER1RY+hDBYWFhAEAZWVlW32+eXS1d0VHR0Nf39/mJmZ9cl47RFFERs3bsTDhw+RkpICTc3Wv3Y1F7337t2Ta6+urkZFRYVs6ernNZ97S0tLBWdNpJ54exsREQ1oEokE69evx/Hjx/HXv/4VVVVVuHbtGlasWAFra2sEBQXJ+jo7O6OiogIpKSloaGhAWVlZiz1UAMDMzAzFxcXIz89HdXW1rIiRSqV4+PAhGhsbcfXqVaxZswb29vZyc0t6MkZaWlqvLFmtp6cHR0dH3L17t9Xjubm5sLS0hK+vb4tjfn5+sLS0xOXLlzscp6SkBIcPH8batWvb7KPKeB25fv06du7ciUOHDkFLSwuCIMg9du3aBQBwcHDAtGnTcOjQIZw7dw51dXUoLCyUvfeWLVvWInbzuR8zZkyP8yQaCFj0EBHRgLdlyxZERkYiPDwcgwcPxpQpUzBs2DBkZGRAX19f1m/lypWYNm0aFi1ahJEjR2L79u2y24uen3C+YsUKWFhYwMXFBbNnz0ZFRQWAZ/MvxowZA11dXUyaNAkjRozAN998Izc3pqdj9BZPT09kZ2fL9uF5Xnt7x9TX16O0tBSpqakdjrFz5054eXnB3t6+z8W7cOECPDw8YGNjg4sXLyIrKwvW1tZ45ZVXcO7cOQDtn4fnCYKApKQk+Pn5YdmyZTA1NYWLiwsKCgqQnJyMSZMmtXjOpUuXYGtri7Fjx3ZqDKKBThC5qxUNYIIgICEhocW+GETUfyUmJsLX17fPbdq4fPlyJCUloby8XNWptKqrvw9zc3MxatQoxMXFwd/fv9PjSKVSTJ06FQEBAXjrrbe6m26/iacM5eXlsLOzQ0REBNavX9+l5/bVzweRkiXxSg8REVEvaW/if3/j7OyM8PBwhIeHo6amplPPaWpqQkpKCqqrq+Hn59fjHPp6PGXZunUrXF1dERwcrOpUiPoNFj1ERETULWFhYfDx8YGfn1+7ixo0y8jIQHJyMtLS0trd46ez+no8Zdi9ezcyMzNx6tSpHu19RDTQsOghIiJSsk2bNiEuLg6VlZVwcHDAsWPHVJ2SwuzYsQPBwcH44IMPOuw7Y8YMfP7557CyslLI2H09nqKlpqbi6dOnyMjIgKmpqarTIepXuGQ1ERGRkkVGRiIyMlLVaSjNzJkzMXPmTFWnofbmzp2LuXPnqjoNon6JV3qIiIiIiEitseghIiIiIiK1xqKHiIiIiIjUGoseIiIiIiJSayx6iIiIiIhIrQkit+SlAUwQBFWnQERE1Ov49Y8GmCQuWU0DWkJCgqpTIBqQ9uzZAwBYu3atijMhIqKBgFd6iIio1y1cuBAAkJiYqOJMiIhoAEjinB4iIiIiIlJrLHqIiIiIiEitseghIiIiIiK1xqKHiIiIiIjUGoseIiIiIiJSayx6iIiIiIhIrbHoISIiIiIitcaih4iIiIiI1BqLHiIiIiIiUmsseoiIiIiISK2x6CEiIiIiIrXGooeIiIiIiNQaix4iIiIiIlJrLHqIiIiIiEitseghIiIiIiK1xqKHiIiIiIjUGoseIiIiIiJSayx6iIiIiIhIrbHoISIiIiIitcaih4iIiIiI1BqLHiIiIiIiUmsseoiIiIiISK2x6CEiIiIiIrXGooeIiIiIiNQaix4iIiIiIlJrLHqIiIiIiEitseghIiIiIiK1xqKHiIiIiIjUGoseIiIiIiJSayx6iIiIiIhIrbHoISIiIiIitcaih4iIiIiI1JqmqhMgIiL1dvHiRWRlZcm13bp1CwBw8OBBufZx48bhpZde6rXciIhoYGDRQ0RESlVWVoagoCBoaGhg0KBnNxiIoggAWL16NQBAKpWiqakJX375pcryJCIi9SWIzf/zEBERKUFDQwMGDx6MqqqqdvsZGRmhrKwM2travZQZERENEEmc00NEREqlpaWFRYsWtVvMdKYPERFRd7HoISIipVu0aBHq6+vbPN7Q0IDFixf3YkZERDSQ8PY2IiJSOqlUChsbG5SUlLR63NzcHPfv35fN+SEiIlIg3t5GRETKN2jQILz++uut3r6mra2NgIAAFjxERKQ0/B+GiIh6RVu3uNXX12PRokUqyIiIiAYKFj1ERNQrXnzxRTg7O7dod3R0xPjx41WQERERDRQseoiIqNf4+/tDS0tL9m9tbW28+eabKsyIiIgGAi5kQEREvSY3NxfDhw+Xa7t58yZGjBihooyIiGgA4EIGRETUe5ydnTFu3DgIggBBEDBu3DgWPEREpHQseoiIqFe98cYb0NDQgIaGBt544w1Vp0NERAMAb28jIqJeVVxcjCFDhkAURRQWFsLW1lbVKRERkXpL0lR1BkTUsX/+85/YvXu3qtMgUhgzMzMAwJo1a1ScCZHirFu3Dm5ubqpOg4hawdvbiPqBwsJCHDt2TNVp0AB37Ngx3L17VyGx7O3tMXToUIXE6ssuXLiACxcuqDoN6gXHjh1DYWGhqtMgojbwSg9RP5KUlKTqFGgAEwQBa9euxcKFC3scq6KiAsC/r/ioKx8fHwD87A4EgiCoOgUiageLHiIi6nXqXuwQEVHfwtvbiIiIiIhIrbHoISIiIiIitcaih4iIiIiI1BqLHiIiIiIiUmsseoiIqFedOnUKxsbG+PLLL1WdSp939uxZhIWFQSqVwtvbG/b29pBIJLC1tcXcuXNx9erVLsecOnUqBEFo9WFgYKDyeM2kUin27NkDd3f3Vo+Hh4fDxcUFRkZG0NHRgbOzMzZs2ICampoWfY8ePYqJEyfC0NAQQ4cOxdKlS3H//n3Z8RMnTiA6OhpNTU3dzpeI+jYWPURE1KtEUVR1Cv3Cli1bEBsbi02bNkEqleL8+fM4evQoKioq8O2336Kurg6TJ09GcXGxwsb08PBQWKyexMvJycHkyZOxbt061NbWttonPT0dq1evRn5+Ph48eIDIyEjExMTIlglvlpCQgCVLlsDHxwd3795Famoqzp07h1mzZqGxsREA4OXlBYlEghkzZuDRo0fdypmI+jYWPURE1Ks8PT1RWVmJOXPmqDoV1NXVtXklQZWioqIQHx+PxMREGBoaAgDc3Nzg4eEBPT09ODg4YMeOHaisrMSRI0e6FFsikaCqqgqiKMo9goKCsGHDhi7nquh4WVlZ2LhxI1asWAFXV9c2+xkYGCAoKAhmZmYwNDTEwoUL4e3tjdOnT8ttEvrnP/8ZNjY2ePfdd2FsbAxXV1esW7cOmZmZuHjxoqxfSEgIxo0bh9mzZ8uKISJSHyx6iIhowPr0009RWlqq6jTk5ObmYvPmzdi2bRskEgkAQFNTs8XtgI6OjgCAvLy8LsU/ffq0rJBqVlhYiJ9//hnTp0/vcr6Kjjdu3DgkJydjyZIl0NHRabPfV199BQ0NDbm2wYMHA4Dc1aHCwkJYW1vLbR46ZMgQAMCdO3fknr9161ZkZmYiJiamy3kTUd/GooeIiHrNt99+C3t7ewiCgH379gEADhw4AH19fejp6SE1NRWzZs2CkZER7Ozs8MUXX8ieGxsbC4lEAgsLCyxfvhzW1taQSCRwd3eX+4t9cHAwtLW1YWVlJWtbtWoV9PX1IQgCHjx4AABYs2YN1q9fj7y8PAiCAGdnZwDPvsQbGRlhx44dvXFKWoiNjYUoivDy8mq3X11dHQDAyMiox2NGRUUhJCSkx3GUFa+zioqKoKurCwcHB1mbo6Nji8K2eT5Pc+HYzNTUFFOmTEFMTAxvwyRSMyx6iIio13h4eOD777+Xa1u5ciXWrl2Luro6GBoaIiEhAXl5eXB0dERgYCAaGhoAPCtmAgICUFtbi5CQEOTn5+Py5ctobGzEq6++KrulKTY2FgsXLpQbY//+/di2bZtcW0xMDObMmQMnJyeIoojc3FwAkE1ml0qlSjkHHTl58iRGjhwJPT29dvv98MMPAHo+D6eoqAgZGRmYP39+j+IoK15n1dbWIj09HYGBgdDW1pa1b9q0Cffv38fevXtRXV2N7OxsxMTE4He/+x1efvnlFnHGjx+PoqIiZGVl9Wb6RKRkLHqIiKjPcHd3h5GREczNzeHn54fHjx+joKBAro+mpiZGjRoFHR0duLi44MCBA6iurkZcXJxCcvD09ERVVRU2b96skHhd8fjxY9y+fRtOTk5t9ikpKUF8fDxCQkLg5ubW4RWhjkRFReGdd97BoEGK+Uqg6HidFRkZCWtra0RERMi1T5kyBaGhoQgODoaRkRFGjx6N6upqfPLJJ63GGT58OADg2rVrSs+ZiHoPix4iIuqTmv9a33ylpy0TJkyAnp4ebty40RtpKVVpaSlEUWz3Ko+bmxtCQkIwb948pKWlQUtLq9vjFRcX48SJEwgICOh2DGXG66zjx48jMTERZ86caTG/6L333sPBgwfx9ddfo6amBrdu3YK7uzvc3NzkFjxo1nzuS0pKeiV3IuodLHqIiKjf09HRQVlZmarT6LEnT54AQLsT+C0sLJCeno69e/fC2Ni4R+NFR0cjMDBQtmBCTyk6XmfEx8cjKioKGRkZGDZsmNyxe/fuITo6Gm+//TamT58OfX19ODg44NChQyguLsaHH37YIp6uri6Af/8siEg9aKo6ASIiop5oaGjAo0ePYGdnp+pUeqz5C3d7m2Sam5vDxMSkx2Pdv38fR48exc2bN3scSxnxOmPv3r04c+YM0tPTW90INScnB01NTbCxsZFrNzIygpmZGbKzs1s8p76+HsC/fxZEpB5Y9BARUb+WkZEBURTlJqVramp2eFtcX2RhYQFBEFBZWdlmn18uXd1d0dHR8Pf3h5mZWZ+M1x5RFLFx40Y8fPgQKSkp0NRs/etMcyF87949ufbq6mpUVFTIlq5+XvO5t7S0VHDWRKRKvL2NiIj6FalUiocPH6KxsRFXr17FmjVrYG9vLzePxNnZGRUVFUhJSUFDQwPKyspa7MkCAGZmZiguLkZ+fj6qq6vR0NCAtLQ0lS1ZraenB0dHR9y9e7fV47m5ubC0tISvr2+LY35+frC0tMTly5c7HKekpASHDx/G2rVr2+yjyngduX79Onbu3IlDhw5BS0sLgiDIPXbt2gUAcHBwwLRp03Do0CGcO3cOdXV1KCwsRFBQEABg2bJlLWI3n/sxY8b0OE8i6jtY9BARUa/Zt28fJk6cCAAIDQ3F3LlzceDAAezZswcAMHbsWNy6dQuHDh3C+vXrAQC///3vkZOTI4vx5MkTjBkzBrq6upg0aRJGjBiBb775Rm4ezMqVKzFt2jQsWrQII0eOxPbt22W3Kz0/gX3FihWwsLCAi4sLZs+ejYqKil45D+3x9PREdna2bB+e57W3d0x9fT1KS0uRmpra4Rg7d+6El5cX7O3t+1y8CxcuwMPDAzY2Nrh48SKysrJgbW2NV155BefOnQPQ/nl4niAISEpKgp+fH5YtWwZTU1O4uLigoKAAycnJmDRpUovnXLp0Cba2thg7dmynxiCi/kEQufsWUZ+XmJgIX19fbpZHKiUIAhISElrsgdObli9fjqSkJJSXl6ssh67w8fEBACQlJXX6Obm5uRg1ahTi4uLg7+/f6edJpVJMnToVAQEBeOutt7qca3+Lpwzl5eWws7NDRESErOjurL7w+SCiNiXxSg8REfUr7U3yVwfOzs4IDw9HeHg4ampqOvWcpqYmpKSkoLq6Gn5+fj3Ooa/HU5atW7fC1dUVwcHBqk6FiBSMRQ8REVEfExYWBh8fH/j5+bW7qEGzjIwMJCcnIy0trd09fjqrr8dTht27dyMzMxOnTp3q0d5HRNQ3seghUmNPnz5FSEgIrKysoKenh9/+9rey1aE+/vhjVaenMFKpFHv27IG7u3urx6Ojo/HCCy9AV1cX+vr6eOGFF7B582ZUVVV1eazk5GQ4Ojq2mDj9/KN5r5Bdu3ap5flWlU2bNiEuLg6VlZVwcHDAsWPHVJ2SUu3YsQPBwcH44IMPOuw7Y8YMfP7557CyslLI2H09nqKlpqbi6dOnyMjIgKmpqarTISIlYNFDpMb+9Kc/4fTp07hx4wZiYmKwfPlyfP/996pOS6FycnIwefJkrFu3DrW1ta32OX/+PAIDA1FQUICSkhJs374d0dHRWLBgQZfHmz9/Pm7dugUnJycYGxtDFEWIoojGxkbU1taipKRE9pfs//qv/1K7861KkZGRePr0KURRxO3bt7v18+tvZs6ciaioKFWnofbmzp2LsLAwaGhoqDoVIlISFj1EaiwlJQUTJkyAiYkJ3n777W5/Sayrq2txFaW1tt6WlZWFjRs3YsWKFXB1dW2zn7a2NlatWgVzc3MYGBjAx8cH8+bNw9///vcW+3d0l4aGBnR1dWFhYYERI0b0KFZfPd9ERET9FYseIjV29+5dhdyb/umnn6K0tLTDtt42btw4JCcnY8mSJXLLFf/S8ePHIZFI5NpsbW0BoNMTxbsiJSWlR8/vq+ebiIiov2LRQ6SG/v73v8PZ2Rn37t3DX/7yFwiCAAMDgzb7nz9/Hi4uLjA2NoZEIsGYMWNw5swZAMCaNWuwfv165OXlQRAEODs7t9oGPFuh6Y9//CPs7e2hq6uLsWPHIiEhAQBw4MAB6OvrQ09PD6mpqZg1axaMjIxgZ2eHL774Qvkn5RdycnJgYmKCoUOHytpOnz7dK5tSDsTzTUREpEoseojU0Kuvvirbuf3NN9+EKIrtXtEoKSmBr68v8vPzUVxcDAMDAyxZsgQAEBMTgzlz5sDJyQmiKCI3N7fVNgDYuHEjdu7ciT179uDevXuYM2cOFi9ejB9//BErV67E2rVrUVdXB0NDQyQkJCAvLw+Ojo4IDAxEQ0OD0s9LQ0MDioqKsG/fPpw9exZ79+6Ftra27HjzUshSqbRb8dPT02U7wbdnoJxvIiKivoJFDxFhwYIF2LJlC0xNTWFmZgYvLy+Ul5ejrKys0zGePHmCAwcOwNvbG/Pnz4eJiQnef/99aGlpIS4uTq6vu7s7jIyMYG5uDj8/Pzx+/BgFBQWKflktDBkyBHZ2dti6dSt27twJX19fueOenp6oqqrC5s2bOxWvsrJSbtW2GTNmdOp5A+V8ExER9RWaqk6AiPqe5nlAXdkE8ubNm6itrcXo0aNlbbq6urCyssKNGzfafF7zlZbeuPJQWFiIR48e4cqVKwgLC8PBgweRnp4OCwuLbsUzNjbGo0ePZP/OyMjAjz/+2OU4/el8+/r6tigWqWOCIKg6BSKiAfOk8zQAACAASURBVI1FDxHh5MmT+PDDD5GdnY2qqqpufSF+/PgxAOD999/H+++/L3fM2tpaIXn2lJaWFszNzTFz5kw4ODhgxIgRiIyMRExMjELiT506FVOnTu2wX38+32vWrIGbm5vS4qubPXv2AADWrl2r4kxI2fjHAKK+jUUP0QBXUFAAb29vvPbaazh8+DBsbGywd+9ebNiwoUtxzM3NATz7krdmzRplpKpQzs7O0NDQQHZ2dq+O29/Pt5ubGxYuXNhr4/V3SUlJAMBzNgCw6CHq2zinh2iAu3btGhoaGrBy5Uo4OjpCIpF061acIUOGQCKRIDMzUwlZdl95eTkWL17coj0nJwdNTU0YMmRIr+aj7uebiIioL2LRQzTA2dvbAwDOnj2LJ0+eICcnBxcvXpTrY2ZmhuLiYuTn56O6uhoNDQ0t2jQ0NLB06VJ88cUXOHDgAKqqqtDU1IS7d+8qbAPQ7tDX18f//u//Ij09XXYr2ZUrV/Dmm29CX18f69atk/VNS0tT+pLV6n6+iYiI+iSRiPq8hIQEsSsf1/z8fHH8+PEiAFFTU1N88cUXxWPHjol/+tOfREtLSxGAqK+vL7722muiKIpiaGioaGZmJpqYmIg+Pj7ivn37RACik5OTWFBQIF6+fFkcOnSoqKurK3p4eIj3799vte3p06diaGioaG9vL2pqaorm5ubi/PnzxezsbHH//v2inp6eCEAcPny4mJeXJx48eFA0MjISAYhDhw4V//Wvf3XpvPzzn/8UX3nlFdHa2loEIAIQraysRHd3d/Ef//iHrJ+Xl5fo4OAgGhgYiDo6OqKTk5Po5+cnXrt2TS7eqVOnRENDQzEiIqLNMb/77jtxxIgRcuPNmDGj1b7qdr4BiAkJCV16zkC3YMECccGCBapOg3oBPx9EfVqiIIqi2PulFhF1RWJiInx9fcGPK6mSIAhISEjg/JQu8PHxAfDvuT2kvvj5IOrTknh7GxERERERqTUWPUTUZ9y4cUNus8+2Hn5+fqpOlajPO3v2LMLCwiCVSuHt7Q17e3tIJBLY2tpi7ty5uHr1arfiNjQ0IDIyEs7OztDW1oaJiQlGjx6N/Px8WZ/w8HC4uLjAyMgIOjo6cHZ2xoYNG1BTUyMXa+rUqW1+zg0MDLoU78SJE4iOju7SfldENHCw6CGiPuOFF16AKIodPuLj41WdKlGftmXLFsTGxmLTpk2QSqU4f/48jh49ioqKCnz77beoq6vD5MmTUVxc3OXYvr6++Oyzz/D555+jtrYW//d//wcnJye5AiQ9PR2rV69Gfn4+Hjx4INsPq/l2v87w8PDoUjwvLy9IJBLMmDFDbtNgIiKARQ8REfUTdXV1cHd37/djKFtUVBTi4+ORmJgIQ0NDAM/2V/Lw8ICenh4cHBywY8cOVFZW4siRI12KHR8fj5SUFCQlJeGll16CpqYmrK2tkZqaitGjR8v6GRgYICgoCGZmZjA0NMTChQvh7e2N06dPo7CwUNZPIpGgqqqqxR82goKC5Pau6my8kJAQjBs3DrNnz0ZjY2M3zyARqSMWPURE1C98+umnKC0t7fdjKFNubi42b96Mbdu2QSKRAAA0NTXx5ZdfyvVzdHQEAOTl5XUp/kcffYQXX3wRY8aMabffV199BQ0NDbm2wYMHAwBqa2tlbadPn5YVZs0KCwvx888/Y/r06V2OBwBbt25FZmYmYmJiOvmqiGggYNFDRERKIYoidu/ejVGjRkFHRwempqaYN28ebty4IesTHBwMbW1tWFlZydpWrVoFfX19CIKABw8eAADWrFmD9evXIy8vD4IgwNnZGbGxsZBIJLCwsMDy5cthbW0NiUQCd3d3ub2PejIG8OyLubL3b1KU2NhYiKIILy+vdvvV1dUBAIyMjDodu76+HhcuXICrq2u3cisqKoKuri4cHBza7RcVFYWQkJBuxzM1NcWUKVMQExPDFS+JSIZFDxERKcXWrVsRFhaG9957D6WlpTh37hwKCwsxadIklJSUAHj2Jf2XS/zu378f27Ztk2uLiYnBnDlz4OTkBFEUkZubi+DgYAQEBKC2thYhISHIz8/H5cuX0djYiFdffVV221NPxgAgmxgvlUoVd3KU5OTJkxg5ciT09PTa7ffDDz8AkJ8305Hi4mLU19fjp59+wrRp02RF5qhRo7B///52C4za2lqkp6cjMDAQ2trabfYrKipCRkYG5s+f324uHcUbP348ioqKkJWV1enXR0TqjUUPEREpXF1dHXbv3o3XXnsN/v7+MDY2xpgxY/Dxxx/jwYMHOHjwoMLG0tTUlF1NcnFxwYEDB1BdXY24uDiFxPf09ERVVRU2b96skHjK8vjxY9y+fRtOTk5t9ikpKUF8fDxCQkLg5ubW4RWh5zUvVGBubo4dO3YgOzsbJSUlmDdvHlavXo2jR4+2+dzIyEhYW1sjIiKi3TGioqLwzjvvYNCg9r+edBRv+PDhAIBr1661G4eIBg4WPUREpHDZ2dmoqanBhAkT5NonTpwIbW1tudvPFG3ChAnQ09OTu41uICgtLYUoiu1e5XFzc0NISAjmzZuHtLQ0aGlpdTq+jo4OAOBXv/oV3N3dYWZmBmNjY2zbtg3GxsZtFrLHjx9HYmIizpw502L+zvOKi4tx4sQJBAQEtJtHZ+I1n4PmK4pERJqqToCIiNRP85LBz++10szExATV1dVKHV9HRwdlZWVKHaOvefLkCYB/FyetsbCwwKeffopf/epXXY5vbW0NALI5UM20tbUxdOjQVhdFiI+Px+7du5GRkQEbG5t240dHRyMwMFC2AENrOhtPV1cXwL/PCRERix4iIlI4ExMTAGi1uHn06BHs7OyUNnZDQ4PSx+iLmr/ot7c5p7m5uexn01UGBgYYPnw4rl+/3uJYY2MjjI2N5dr27t2LM2fOID09vdXi93n379/H0aNHcfPmzTb7dCVefX09gH+fEyIi3t5GREQKN3r0aBgYGODHH3+Ua7948SLq6+vx61//WtamqamJhoYGhY2dkZEBURTx8ssvK22MvsjCwgKCIKCysrLNPl9++SVsbW27PYavry+uXLmCW7duydpqa2tx584d2TLWoigiNDQU165dQ0pKSocFCvDsKo+/vz/MzMxaHOtOvOZzYGlp2dmXRkRqjkUPEREpnEQiwfr163H8+HH89a9/RVVVFa5du4YVK1bA2toaQUFBsr7Ozs6oqKhASkoKGhoaUFZWhjt37rSIaWZmhuLiYuTn56O6ulpWxEilUjx8+BCNjY24evUq1qxZA3t7e7m5IT0ZIy0trV8sWa2npwdHR0fcvXu31eO5ubmwtLSEr69vi2N+fn6wtLTE5cuX2x1j3bp1GDp0KAICAlBQUIDy8nKEhoairq4OGzduBABcv34dO3fuxKFDh6ClpQVBEOQeu3btkotZUlKCw4cPY+3ata2O2dV4AGTnoKP9hIho4GDRQ0RESrFlyxZERkYiPDwcgwcPxpQpUzBs2DBkZGRAX19f1m/lypWYNm0aFi1ahJEjR2L79u2y25Lc3NxkS0+vWLECFhYWcHFxwezZs1FRUQHg2byNMWPGQFdXF5MmTcKIESPwzTffyM1t6ekY/YWnpyeys7Nl+/A8r70lpevr61FaWorU1NR245uamuL8+fOws7ODq6srbG1t8cMPP+DkyZOy/Xu6ujfOzp074eXlBXt7+1aPd2evnUuXLsHW1hZjx47t8nOJSD0JInfuIurzEhMT4evry432SKUEQUBCQkKLPW9Uafny5UhKSkJ5ebmqU2mVj48PACApKalXxsvNzcWoUaMQFxcHf3//Tj9PKpVi6tSpCAgIwFtvvaXEDJWvvLwcdnZ2iIiIwPr163tt3L74+SAimSRe6SEi+n/t3X9UlHW+B/D3yDAMw28SkCAMGFPxZ2U/IErMzVNyBc0USrbLdvP6M0DZInQtJSHUXeRQuh5dls7uajCoBzRF722NVm+ltooYZgmKiiQ/FVBGB5jv/cPD1AQMDDIMDO/XOfPHPs/3+X4/88y4zZvneb5fGtQMPbg/1CiVSiQlJSEpKUm3rk532trakJeXh6amJkRGRpq4QtNbu3YtJk+ejJiYGHOXQkQDCEMPERGRBUlMTMS8efMQGRlpcFKDdoWFhdizZw8KCgoMrvEzGKSlpaGoqAgHDx40ag0iIrJ8DD1ERDQorVq1CllZWWhoaICvry92795t7pIGjOTkZMTExODDDz/stu306dOxc+dOjBgxoh8qM538/HzcvXsXhYWFcHFxMXc5RDTAcJ0eIiIalFJSUpCSkmLuMgasGTNmYMaMGeYuo9+Eh4cjPDzc3GUQ0QDFKz1ERERERGTRGHqIiIiIiMiiMfQQEREREZFFY+ghIiIiIiKLxokMiAYRlUpl7hJoiPv666/NXcKgUlFRAYD/domIzE0iuMQ70YCnUqkQERFh7jKIiMiAnJwczJ8/39xlEFFHuQw9RETU79p/GPIKCBER9YNcPtNDREREREQWjaGHiIiIiIgsGkMPERERERFZNIYeIiIiIiKyaAw9RERERERk0Rh6iIiIiIjIojH0EBERERGRRWPoISIiIiIii8bQQ0REREREFo2hh4iIiIiILBpDDxERERERWTSGHiIiIiIismgMPUREREREZNEYeoiIiIiIyKIx9BARERERkUVj6CEiIiIiIovG0ENERERERBaNoYeIiIiIiCwaQw8REREREVk0hh4iIiIiIrJoDD1ERERERGTRGHqIiIiIiMiiMfQQEREREZFFY+ghIiIiIiKLxtBDREREREQWjaGHiIiIiIgsGkMPERERERFZNIYeIiIiIiKyaAw9RERERERk0Rh6iIiIiIjIojH0EBERERGRRWPoISIiIiIii8bQQ0REREREFk0ihBDmLoKIiCzXzp07kZmZCa1Wq9t26dIlAICvr69u27Bhw/Bf//VfWLBgQb/XSEREFi2XoYeIiEyquLgYkyZN6lHbM2fOYOLEiSauiIiIhphc3t5GREQmNXHiRIwePbrbdkqlkoGHiIhMgqGHiIhM7re//S2sra273G9tbY3f/e53/VgRERENJby9jYiITO7ixYtQKpUw9J+cCxcuQKlU9mNVREQ0RPD2NiIiMj0/Pz889thjkEgkHfZJJBJMmTKFgYeIiEyGoYeIiPrF66+/Disrqw7brays8Prrr5uhIiIiGip4exsREfWL6upqeHp66k1dDdybqrqyshIeHh5mqoyIiCwcb28jIqL+4e7ujqlTp+pd7bGyskJISAgDDxERmRRDDxER9Zvf/va3HSYz+O1vf2umaoiIaKjg7W1ERNRvGhsb4ebmBo1GA+DeVNXV1dVwdnY2c2VERGTBeHsbERH1H0dHR7z44ouQSqWQSqWYOXMmAw8REZkcQw8REfWrqKgotLW1oa2tDQsWLDB3OURENATw9jYiIupXd+7cwfDhwyGEQG1tLWxtbc1dEhERWbZcqbkrIKKeU6lUiIiIMHcZRH1GoVCYuwSi+5aTk4P58+ebuwwiMoChh2gQysnJMXcJRPelqKgIEokEkyZN6rLN119/jfT0dH7fjRQREYG4uDgEBgaau5QhgX+IIhocGHqIBiH+RZEGu5dffhkAIJUa/s9Qeno6v+9GioiIQGBgIM9bP2HoIRocGHqIiKjfdRd2iIiI+hJnbyMiIiIiIovG0ENERERERBaNoYeIiIiIiCwaQw8REREREVk0hh4iIrJoBw8ehJOTE/bv32/uUga8zz//HImJidBqtZgzZw58fHwgl8vh5eWF8PBwFBcX96rflpYWpKSkQKlUQiaTwdnZGePHj0d5ebmuTVJSEgICAuDo6AgbGxsolUq88847uHXrll5fISEhkEgknb7s7e2N6m/fvn3YsGED2traevW+iGjwYOghIiKLJoQwdwmDwvvvv4+MjAysWrUKWq0WR48exa5du1BfX49jx45BrVbjueeeQ2VlpdF9R0RE4G9/+xt27tyJ5uZmfP/99/D399cLIEeOHMHy5ctRXl6O2tpapKSkID09HfPmzevxOMHBwUb1FxYWBrlcjunTp+PmzZtGvy8iGjwYeoiIyKKFhoaioaEBs2bNMncpUKvVCAoKMncZHaSmpiI7OxsqlQoODg4AgMDAQAQHB0OhUMDX1xfJycloaGjAJ598YlTf2dnZyMvLQ25uLp566ilIpVJ4enoiPz8f48eP17Wzt7fHokWL4OrqCgcHB8yfPx9z5szBoUOHcPXqVV07uVyOxsZGCCH0XosWLcI777xjdH+xsbGYNGkSZs6cidbW1l6eQSIa6Bh6iIiI+klmZiaqq6vNXYae0tJSrFmzBuvWrYNcLgdwbx2lX98O6OfnBwAoKyszqv8///nPeOyxxzBhwgSD7T777DNYWVnpbRs+fDgAoLm5Wbft0KFDumDW7urVq/juu+/w/PPPG90fAKxduxZFRUVIT0/v4bsiosGGoYeIiCzWsWPH4OPjA4lEgo8//hgAsHXrVtjZ2UGhUCA/Px8vvfQSHB0d4e3tjU8//VR3bEZGBuRyOdzd3bF48WJ4enpCLpcjKCgIx48f17WLiYmBTCbDiBEjdNuWLVsGOzs7SCQS1NbWAgDi4uIQHx+PsrIySCQSKJVKAPd+xDs6OiI5Obk/TkkHGRkZEEIgLCzMYDu1Wg0AcHR07HHfGo0G33zzDSZPntyr2q5duwZbW1v4+voabJeamorY2Nhe9+fi4oKpU6ciPT2dt0MSWSiGHiIisljBwcH46quv9LYtXboUK1asgFqthoODA3JyclBWVgY/Pz8sXLgQLS0tAO6FmejoaDQ3NyM2Nhbl5eU4deoUWltb8cILL+hukcrIyMD8+fP1xtiyZQvWrVunty09PR2zZs2Cv78/hBAoLS0FAN1D9Fqt1iTnoDsHDhzA6NGjoVAoDLY7ceIEAP3nZrpTWVkJjUaDf//735g2bZouOI4dOxZbtmwxGDCam5tx5MgRLFy4EDKZrMt2165dQ2FhIebOnWuwlu76e/TRR3Ht2jWcOXOmx++PiAYPhh4iIhqygoKC4OjoCDc3N0RGRuL27du4cuWKXhupVIqxY8fCxsYGAQEB2Lp1K5qampCVldUnNYSGhqKxsRFr1qzpk/6Mcfv2bVy6dAn+/v5dtqmqqkJ2djZiY2MRGBjY7RWhX2qfqMDNzQ3JyckoKSlBVVUVZs+ejeXLl2PXrl1dHpuSkgJPT0+sX7/e4Bipqal46623MGyY4Z803fU3atQoAMDZs2cN9kNEgxNDDxEREaD763/7lZ6uTJkyBQqFAufPn++PskyquroaQgiDV3kCAwMRGxuL2bNno6CgANbW1j3u38bGBgAwbtw4BAUFwdXVFU5OTli3bh2cnJywffv2To/bu3cvVCoVDh8+3OH5nV+qrKzEvn37EB0dbbCOnvTXfg6qqqp68M6IaLCRmrsAIiKiwcbGxgY1NTXmLuO+3blzB8DP4aQz7u7uyMzMxLhx44zu39PTEwB0zzW1k8lkGDlyZKeTImRnZyMtLQ2FhYV48MEHDfa/YcMGLFy4UDcBQ2d62p+trS2An88JEVkWhh4iIiIjtLS04ObNm/D29jZ3Kfet/Ye+ocU53dzc4Ozs3Kv+7e3tMWrUKJw7d67DvtbWVjg5Oelt++ijj3D48GEcOXJEb6HRzly/fh27du3CDz/80GUbY/rTaDQAfj4nRGRZeHsbERGREQoLCyGEwNNPP63bJpVKu70tbiByd3eHRCJBQ0NDl232798PLy+vXo8RERGB06dP4+LFi7ptzc3NuHz5sm4aayEEEhIScPbsWeTl5XUbUIB7V3mioqLg6uraYV9v+ms/Bx4eHj19a0Q0iDD0EBERGaDVanHjxg20traiuLgYcXFx8PHx0XuORKlUor6+Hnl5eWhpaUFNTQ0uX77coS9XV1dUVlaivLwcTU1NaGlpQUFBgdmmrFYoFPDz80NFRUWn+0tLS+Hh4YGIiIgO+yIjI+Hh4YFTp04ZHGPlypUYOXIkoqOjceXKFdTV1SEhIQFqtRrvvvsuAODcuXPYuHEjduzYAWtra0gkEr3XH//4R70+q6qq8Ne//hUrVqzodExj+wOgOwfdrSdERIMTQw8REVmsjz/+GE888QQAICEhAeHh4di6dSs2b94MAJg4cSIuXryIHTt2ID4+HgDw4osv4sKFC7o+7ty5gwkTJsDW1hbPPvssHnnkEXzxxRd6z8EsXboU06ZNw6uvvorRo0fjgw8+0N0mFRgYqJveesmSJXB3d0dAQABmzpyJ+vr6fjkPhoSGhqKkpES3Ds8vGZpSWqPRoLq6Gvn5+Qb7d3FxwdGjR+Ht7Y3JkyfDy8sLJ06cwIEDB3Tr9xi7Ns7GjRsRFhYGHx+fTvf3Zq2dkydPwsvLCxMnTjT6WCIa+CSCq3ARDRoqlQoRERFcPI+GhIHwfV+8eDFyc3NRV1dnthqMJZFIkJOT02HtoK6UlpZi7NixyMrKQlRUVI/H0Wq1CAkJQXR0NN54443eljsg1NXVwdvbG+vXr9eF354y9nwTkVnk8koPERGRAYYe8rcESqUSSUlJSEpK0q2r0522tjbk5eWhqakJkZGRJq7Q9NauXYvJkycjJibG3KUQkYkw9BANMW+++SYcHBwgkUhQVFRk7nIGBK1Wi82bNyMoKKjT/Rs2bMCYMWNga2sLOzs7jBkzBmvWrEFjY6PRY+3Zswd+fn4dnjGQyWRwd3dHSEgINm3ahBs3btzv2yLqscTERMybNw+RkZEGJzVoV1hYiD179qCgoMDgGj+DQVpaGoqKinDw4EGj1iAiosGFoYdoiPnLX/6CHTt2mLuMAePChQt47rnnsHLlSjQ3N3fa5ujRo1i4cCGuXLmCqqoqfPDBB9iwYQNeeeUVo8ebO3cuLl68CH9/fzg5OUEIAa1Wi+rqaqhUKvj6+iIhIQHjxo3Dt99+e79vj+7DqlWrkJWVhYaGBvj6+mL37t3mLsmkkpOTERMTgw8//LDbttOnT8fOnTsxYsSIfqjMdPLz83H37l0UFhbCxcXF3OUQkQkx9BDRoKZWq7u8QtOdM2fO4N1338WSJUt0D1R3RiaTYdmyZXBzc4O9vT3mzZuH2bNn43//93/x008/9bZ0HYlEAmdnZ4SEhCArKwsqlQpVVVUIDQ3t0V/dB7r7+YzMKSUlBXfv3oUQApcuXepVyB1sZsyYgdTUVHOX0W/Cw8ORmJgIKysrc5dCRCbG0EM0BEkkEnOX0GcyMzNRXV3dq2MnTZqEPXv2YMGCBQZXpN+7d2+HFd/b1y3p6TMQxnjllVcQHR2N6upqbNu2rc/772/38xkRERH1BYYeIgsnhMCmTZswevRo2NjYwMnJCW+//bZem40bN0KhUMDBwQHV1dWIj4+Hl5cXfvjhBwghkJaWhrFjx8LGxgYuLi6YPXs2zp8/rzs+IyMDcrkc7u7uWLx4MTw9PSGXyxEUFITjx493qKe7/mJiYiCTyfRunVm2bBns7OwgkUhQW1sLAIiLi0N8fDzKysogkUigVCpNcQo7deHCBTg7O2PkyJG6bYcOHeqz9Vba14ApKCgAwM+IiIjovggiGjRycnKEsf9sV69eLSQSifjTn/4kbty4IZqbm8WWLVsEAHH69Gm9dgBEbGys+Oijj8TLL78svv/+e/Hee+8JmUwm/v73v4ubN2+K4uJi8dhjj4nhw4eL69ev645ftGiRsLOzE+fOnRN37twRJSUl4oknnhAODg7iypUrunY97W/BggXCw8ND771s2rRJABA1NTW6bXPnzhX+/v5GnZPOPPXUU2LSpEkG22g0GlFRUSE++ugjYWNjI/7+97/r7f/ss8+Eg4ODSEpK6nY8f39/4eTk1OX+xsZGAUA89NBDum1D7TPqzfedhAAgcnJyzF3GkMHzTTQoqHilh8iCqdVqbN68Gb/5zW+wcuVKODs7w9bWFq6url0ek5qaiuXLl2PPnj0YOXIk0tLS8PLLLyMqKgpOTk6YMGECtm3bhtraWmzfvl3vWKlUqrs6EBAQgK1bt6KpqQlZWVm6eozpb6B56KGH4O3tjbVr12Ljxo0dVqkPDQ1FY2Mj1qxZc99jtc+w19TU1GEfPyMiIiLjSM1dABGZTmlpKZqbmzF9+vReHV9SUoJbt25hypQpetufeOIJyGSyDrdF/dqUKVOgUCh0t0Xdb3/mdvXqVdy8eROnT59GYmIitm/fjiNHjsDd3b3Px7p9+zaEEHB0dDTYbih8RiqVqt/HHOy+/vprc5dARDSgMPQQWbCKigoAgJubW6+Ov3nzJgDA3t6+wz5nZ+dOr0L8mo2NDWpqavqsP3OytraGm5sbZsyYAV9fXzzyyCNISUlBenp6n4/1448/AgDGjBljsN1Q+Ix+fUWNupeenm6S7yUR0WDF0ENkwdpnHLt7926vjnd2dgaATn/o3rx5E97e3gaPb2lp0Wt3v/0NJEqlElZWVigpKTFJ/4cOHQIAvPTSSwbbDYXPSAjR72MOZhKJBDk5OZg/f765SxkSLGk2TCJLxmd6iCzY+PHjMWzYMHz55Ze9Pt7e3r7DIpnHjx+HRqPB448/bvD4wsJCCCHw9NNPG92fVCpFS0tLr+ruS3V1dXjttdc6bL9w4QLa2trw0EMP9fmY169fx+bNm+Ht7Y033njDYFt+RkRERN1j6CGyYG5ubpg7dy52796NzMxMNDY2ori4uMcPo8vlcsTHx2Pv3r34xz/+gcbGRpw9exZLliyBp6cnFi1apNdeq9Xixo0baG1tRXFxMeLi4uDj46ObftmY/pRKJerr65GXl4eWlhbU1NTg8uXLHWp0dXVFZWUlysvL0dTU1Oc/wu3s7PA///M/OHLkCBobG9HS0oLTp0/jP//zP2FnZ4eVK1fq2hYUFBg1ZbUQArdu3YJWq4UQAjU1NcjJycEzzzwDKysrZ6UfZQAAIABJREFU5OXldftMDz8jIiKiHjDn3HFEZJzeTOHb1NQk3nzzTfHAAw8Ie3t7ERwcLN577z0BQHh7e4szZ86IDRs2CFtbW90Uyb+cilmr1YpNmzaJUaNGCWtra+Hi4iLmzJkjfvjhB71xFi1aJKytrYWXl5eQSqXC0dFRzJ49W5SVlem162l/dXV1Ytq0aUIulwtfX1/x1ltvibffflsAEEqlUjfF8qlTp8TIkSOFra2tCA4O1ptSuTtff/21eOaZZ4Snp6cAIACIESNGiKCgIPHll1/q2oWFhQlfX19hb28vbGxshL+/v4iMjBRnz57V6+/gwYPCwcFBrF+/vssx9+3bJyZOnCgUCoWQyWRi2LBhAoCQSCTC2dlZPPnkkyIpKUnU1dXpHTcUPyNOWd074BTK/Yrnm2hQUEmE4M3SRIOFSqVCRETEgHzGYfHixcjNzUVdXZ25S6EuDLbPaCB/3wcyPtPTv3i+iQaFXN7eRkR9pq2tzdwlUDf4GRER0VDE0ENEFuP8+fOQSCTdviIjI81dKhEREfUjhh4ium+rVq1CVlYWGhoa4Ovri927d5uljjFjxkAI0e0rOzvbLPWZ00D5jGhg+/zzz5GYmAitVos5c+bAx8cHcrkcXl5eCA8PR3Fxca/6bWlpQUpKCpRKJWQyGZydnTF+/HiUl5fr2iQlJSEgIACOjo6wsbGBUqnEO++8g1u3bun1FRIS0uUfNH65vlRP+tu3bx82bNjAK6BEQwBDDxHdt5SUFNy9exdCCFy6dAmvvPKKuUuiX+FnRN15//33kZGRgVWrVkGr1eLo0aPYtWsX6uvrcezYMajVajz33HOorKw0uu+IiAj87W9/w86dO9Hc3Izvv/8e/v7+egHkyJEjWL58OcrLy1FbW6tb+HfevHk9Hic4ONio/sLCwiCXyzF9+nTdwrxEZJkYeoiIiLqgVqsRFBQ06MfoTmpqKrKzs6FSqeDg4AAACAwMRHBwMBQKBXx9fZGcnIyGhgZ88sknRvWdnZ2NvLw85Obm4qmnnoJUKoWnpyfy8/Mxfvx4XTt7e3ssWrQIrq6ucHBwwPz58zFnzhwcOnQIV69e1bWTy+VobGzscAV30aJFeOedd4zuLzY2FpMmTcLMmTPR2trayzNIRAMdQw8REVEXMjMzUV1dPejHMKS0tBRr1qzBunXrIJfLAdxbeHb//v167fz8/AAAZWVlRvX/5z//GY899hgmTJhgsN1nn30GKysrvW3Dhw8HADQ3N+u2HTp0SBfM2l29ehXfffcdnn/+eaP7A4C1a9eiqKgI6enpPXxXRDTYMPQQEZHFEEIgLS0NY8eOhY2NDVxcXDB79mycP39e1yYmJgYymQwjRozQbVu2bBns7OwgkUhQW1sLAIiLi0N8fDzKysogkUigVCqRkZEBuVwOd3d3LF68GJ6enpDL5QgKCsLx48f7ZAzg3g97Yxa6vR8ZGRkQQiAsLMxgO7VaDQDdLpj7SxqNBt988w0mT57cq9quXbsGW1tb+Pr6GmyXmpqK2NjYXvfn4uKCqVOnIj09nVOkE1kohh4iIrIYa9euRWJiIlavXo3q6mr861//wtWrV/Hss8+iqqoKwL0f+b9eU2XLli1Yt26d3rb09HTMmjUL/v7+EEKgtLQUMTExiI6ORnNzM2JjY1FeXo5Tp06htbUVL7zwgu62qfsZA/h5anGtVtt3J6cLBw4cwOjRo6FQKAy2O3HiBAD952a6U1lZCY1Gg3//+9+YNm2aLiSOHTsWW7ZsMRgwmpubceTIESxcuBAymazLdteuXUNhYSHmzp1rsJbu+nv00Udx7do1nDlzpsfvj4gGD4YeIiKyCGq1GmlpaXj55ZcRFRUFJycnTJgwAdu2bUNtbS22b9/eZ2NJpVLd1aSAgABs3boVTU1NyMrK6pP+Q0ND0djYiDVr1vRJf125ffs2Ll26BH9//y7bVFVVITs7G7GxsQgMDOz2itAvtU9U4ObmhuTkZJSUlKCqqgqzZ8/G8uXLsWvXri6PTUlJgaenJ9avX29wjNTUVLz11lsYNszwT5ru+hs1ahQA4OzZswb7IaLBiaGHiIgsQklJCW7duoUpU6bobX/iiScgk8n0bj/ra1OmTIFCodC7jW4wqK6uhhDC4FWewMBAxMbGYvbs2SgoKIC1tXWP+7exsQEAjBs3DkFBQXB1dYWTkxPWrVsHJyenLoPo3r17oVKpcPjw4Q7P7/xSZWUl9u3bh+joaIN19KS/9nPQfkWQiCyL1NwFEBER9YX2KYd/uVZLO2dnZzQ1NZl0fBsbG9TU1Jh0jL52584dAD+Hk864u7sjMzMT48aNM7p/T09PANA9w9ROJpNh5MiRnU6KkJ2djbS0NBQWFuLBBx802P+GDRuwcOFC3QQMnelpf7a2tgB+PidEZFkYeoiIyCI4OzsDQKfh5ubNm/D29jbZ2C0tLSYfwxTaf+gbWpzTzc1Nd26NZW9vj1GjRuHcuXMd9rW2tsLJyUlv20cffYTDhw/jyJEjnYbXX7p+/Tp27dqFH374ocs2xvSn0WgA/HxOiMiy8PY2IiKyCOPHj4e9vT2+/fZbve3Hjx+HRqPB448/rtsmlUrR0tLSZ2MXFhZCCIGnn37aZGOYgru7OyQSCRoaGrpss3//fnh5efV6jIiICJw+fRoXL17UbWtubsbly5d101gLIZCQkICzZ88iLy+v24AC3LvKExUVBVdX1w77etNf+znw8PDo6VsjokGEoYeIiCyCXC5HfHw89u7di3/84x9obGzE2bNnsWTJEnh6emLRokW6tkqlEvX19cjLy0NLSwtqampw+fLlDn26urqisrIS5eXlaGpq0oUYrVaLGzduoLW1FcXFxYiLi4OPj4/esyX3M0ZBQUG/TFmtUCjg5+eHioqKTveXlpbCw8MDERERHfZFRkbCw8MDp06dMjjGypUrMXLkSERHR+PKlSuoq6tDQkIC1Go13n33XQDAuXPnsHHjRuzYsQPW1taQSCR6rz/+8Y96fVZVVeGvf/0rVqxY0emYxvYHQHcOultPiIgGJ4YeIiKyGO+//z5SUlKQlJSE4cOHY+rUqXj44YdRWFgIOzs7XbulS5di2rRpePXVVzF69Gh88MEHutuaAgMDdVNPL1myBO7u7ggICMDMmTNRX18P4N5zHxMmTICtrS2effZZPPLII/jiiy/0no253zH6S2hoKEpKSnTr8PySoSmlNRoNqqurkZ+fb7B/FxcXHD16FN7e3pg8eTK8vLxw4sQJHDhwQLd+j7Fr42zcuBFhYWHw8fHpdH9v1to5efIkvLy8MHHiRKOPJaKBTyK4ChfRoKFSqRAREcHF82hIGKjf98WLFyM3Nxd1dXXmLqVTEokEOTk5HdYJ6kppaSnGjh2LrKwsREVF9XgcrVaLkJAQREdH44033uhtuQNCXV0dvL29sX79esTHxxt1rLHnm4jMIpdXeoiIiIxk6MH/wUapVCIpKQlJSUm6dXW609bWhry8PDQ1NSEyMtLEFZre2rVrMXnyZMTExJi7FCIyEYYeIiKiIS4xMRHz5s1DZGSkwUkN2hUWFmLPnj0oKCgwuMbPYJCWloaioiIcPHjQqDWIiGhwYeghIiLqoVWrViErKwsNDQ3w9fXF7t27zV1Sn0lOTkZMTAw+/PDDbttOnz4dO3fuxIgRI/qhMtPJz8/H3bt3UVhYCBcXF3OXQ0QmxHV6iIiIeiglJQUpKSnmLsNkZsyYgRkzZpi7jH4THh6O8PBwc5dBRP2AV3qIiIiIiMiiMfQQEREREZFFY+ghIiIiIiKLxtBDREREREQWjRMZEA1C8+bNM3cJRCZXUVEBgN/33ti8eTNyc3PNXQYR0YAhEQNtqWsi6tLXX3+NtLQ0c5dBdN9Onz4NAHj00UfNXAnR/Vu5ciUCAwPNXQYRdS2XoYeIiPrd/PnzAQAqlcrMlRAR0RCQy2d6iIiIiIjIojH0EBERERGRRWPoISIiIiIii8bQQ0REREREFo2hh4iIiIiILBpDDxERERERWTSGHiIiIiIismgMPUREREREZNEYeoiIiIiIyKIx9BARERERkUVj6CEiIiIiIovG0ENERERERBaNoYeIiIiIiCwaQw8REREREVk0hh4iIiIiIrJoDD1ERERERGTRGHqIiIiIiMiiMfQQEREREZFFY+ghIiIiIiKLxtBDREREREQWjaGHiIiIiIgsGkMPERERERFZNIYeIiIiIiKyaAw9RERERERk0Rh6iIiIiIjIojH0EBERERGRRWPoISIiIiIii8bQQ0REREREFo2hh4iIiIiILBpDDxERERERWTSGHiIiIiIismgMPUREREREZNGk5i6AiIgsW3NzM+7evau3TaPRAABu3Liht93GxgYKhaLfaiMioqGBoYeIiEzqk08+wbJlyzrd5+rqqve/t2zZgqVLl/ZHWURENIRIhBDC3EUQEZHlqqmpgaenJ9ra2gy2s7Kywk8//QQ3N7d+qoyIiIaIXD7TQ0REJuXm5obp06fDysqqyzZWVlb4zW9+w8BDREQmwdBDREQmFxUVBUM3FgghEBUV1Y8VERHRUMLb24iIyOSamprg5ubWYUKDdjKZDDU1NXB0dOznyoiIaAjg7W1ERGR6Dg4OmDVrFqytrTvsk0qlCA8PZ+AhIiKTYeghIqJ+sWDBArS2tnbY3tbWhgULFpihIiIiGip4exsREfULjUaD4cOHo6mpSW+7vb09amtrYWNjY6bKiIjIwvH2NiIi6h8ymQzz5s2DTCbTbbO2tkZERAQDDxERmRRDDxER9ZvXXnsNGo1G979bWlrw2muvmbEiIiIaCnh7GxER9RutVosRI0agpqYGADB8+HBcv37d4Bo+RERE94m3txERUf8ZNmwYXnvtNchkMlhbW2PBggUMPEREZHIMPURE1K9effVVaDQa3tpGRET9RmruAoio/1VUVOCrr74ydxk0RAkh8MADDwAALl26hPLycvMWRENWUFAQvL29zV0GEfUDPtNDNASpVCpERESYuwwiIrPKycnB/PnzzV0GEZleLq/0EA1h/JsHmUJ7qDb0/Tp37hwAICAgoL/KGvAkEgl/hPcjiURi7hKIqB8x9BARUb9j2CEiov7EiQyIiIiIiMiiMfQQEREREZFFY+ghIiIiIiKLxtBDREREREQWjaGHiIiIiIgsGkMPERENSAcPHoSTkxP2799v7lIGvM8//xyJiYnQarWYM2cOfHx8IJfL4eXlhfDwcBQXF/eq35aWFqSkpECpVEImk8HZ2Rnjx4/XW1A2KSkJAQEBcHR0hI2NDZRKJd555x3cunVLr6+QkBBIJJJOX/b29kb1t2/fPmzYsAFtbW29el9ENPQw9BAR0YDEdaR65v3330dGRgZWrVoFrVaLo0ePYteuXaivr8exY8egVqvx3HPPobKy0ui+IyIi8Le//Q07d+5Ec3Mzvv/+e/j7++sFkCNHjmD58uUoLy9HbW0tUlJSkJ6ejnnz5vV4nODgYKP6CwsLg1wux/Tp03Hz5k2j3xcRDT0MPURENCCFhoaioaEBs2bNMncpUKvVCAoKMncZHaSmpiI7OxsqlQoODg4AgMDAQAQHB0OhUMDX1xfJycloaGjAJ598YlTf2dnZyMvLQ25uLp566ilIpVJ4enoiPz8f48eP17Wzt7fHokWL4OrqCgcHB8yfPx9z5szBoUOHcPXqVV07uVyOxsZGCCH0XosWLcI777xjdH+xsbGYNGkSZs6cidbW1l6eQSIaKhh6iIiIupGZmYnq6mpzl6GntLQUa9aswbp16yCXywEAUqm0w+2Afn5+AICysjKj+v/zn/+Mxx57DBMmTDDY7rPPPoOVlZXetuHDhwMAmpubddsOHTqkC2btrl69iu+++w7PP/+80f0BwNq1a1FUVIT09PQevisiGqoYeoiIaMA5duwYfHx8IJFI8PHHHwMAtm7dCjs7OygUCuTn5+Oll16Co6MjvL298emnn+qOzcjIgFwuh7u7OxYvXgxPT0/I5XIEBQXh+PHjunYxMTGQyWQYMWKEbtuyZctgZ2cHiUSC2tpaAEBcXBzi4+NRVlYGiUQCpVIJ4N6PeEdHRyQnJ/fHKekgIyMDQgiEhYUZbKdWqwEAjo6OPe5bo9Hgm2++weTJk3tV27Vr12BrawtfX1+D7VJTUxEbG9vr/lxcXDB16lSkp6fzdkgiMoihh4iIBpzg4GB89dVXetuWLl2KFStWQK1Ww8HBATk5OSgrK4Ofnx8WLlyIlpYWAPfCTHR0NJqbmxEbG4vy8nKcOnUKra2teOGFF3S3SGVkZGD+/Pl6Y2zZsgXr1q3T25aeno5Zs2bB398fQgiUlpYCgO4heq1Wa5Jz0J0DBw5g9OjRUCgUBtudOHECgP5zM92prKyERqPBv//9b0ybNk0XHMeOHYstW7YYDBjNzc04cuQIFi5cCJlM1mW7a9euobCwEHPnzjVYS3f9Pfroo7h27RrOnDnT4/dHREMPQw8REQ06QUFBcHR0hJubGyIjI3H79m1cuXJFr41UKsXYsWNhY2ODgIAAbN26FU1NTcjKyuqTGkJDQ9HY2Ig1a9b0SX/GuH37Ni5dugR/f/8u21RVVSE7OxuxsbEIDAzs9orQL7VPVODm5obk5GSUlJSgqqoKs2fPxvLly7Fr164uj01JSYGnpyfWr19vcIzU1FS89dZbGDbM8E+R7vobNWoUAODs2bMG+yGioY2hh4iIBrX2v/63X+npypQpU6BQKHD+/Pn+KMukqqurIYQweJUnMDAQsbGxmD17NgoKCmBtbd3j/m1sbAAA48aNQ1BQEFxdXeHk5IR169bByckJ27dv7/S4vXv3QqVS4fDhwx2e3/mlyspK7Nu3D9HR0Qbr6El/7eegqqqqB++MiIYqqbkLICIi6i82Njaoqakxdxn37c6dOwB+DiedcXd3R2ZmJsaNG2d0/56engCge66pnUwmw8iRIzudFCE7OxtpaWkoLCzEgw8+aLD/DRs2YOHChboJGDrT0/5sbW0B/HxOiIg6w9BDRERDQktLC27evAlvb29zl3Lf2n/oG1qc083NDc7Ozr3q397eHqNGjcK5c+c67GttbYWTk5Peto8++giHDx/GkSNH9BYa7cz169exa9cu/PDDD122MaY/jUYD4OdzQkTUGd7eRkREQ0JhYSGEEHj66ad126RSabe3xQ1E7u7ukEgkaGho6LLN/v374eXl1esxIiIicPr0aVy8eFG3rbm5GZcvX9ZNYy2EQEJCAs6ePYu8vLxuAwpw7ypPVFQUXF1dO+zrTX/t58DDw6Onb42IhiCGHiIiskharRY3btxAa2sriouLERcXBx8fH73nSJRKJerr65GXl4eWlhbU1NTg8uXLHfpydXVFZWUlysvL0dTUhJaWFhQUFJhtymqFQgE/Pz9UVFR0ur+0tBQeHh6IiIjosC8yMhIeHh44deqUwTFWrlyJkSNHIjo6GleuXEFdXR0SEhKgVqvx7rvvAgDOnTuHjRs3YseOHbC2toZEItF7/fGPf9Trs6qqCn/961+xYsWKTsc0tj8AunPQ3XpCRDS0MfQQEdGA8/HHH+OJJ54AACQkJCA8PBxbt27F5s2bAQATJ07ExYsXsWPHDsTHxwMAXnzxRVy4cEHXx507dzBhwgTY2tri2WefxSOPPIIvvvhC7zmYpUuXYtq0aXj11VcxevRofPDBB7rbpAIDA3XTWy9ZsgTu7u4ICAjAzJkzUV9f3y/nwZDQ0FCUlJTo1uH5JUNTSms0GlRXVyM/P99g/y4uLjh69Ci8vb0xefJkeHl54cSJEzhw4IBu/R5j18bZuHEjwsLC4OPj0+n+3qy1c/LkSXh5eWHixIlGH0tEQ4dEcDUvoiFHpVIhIiKCi/mRSQyE79fixYuRm5uLuro6s9VgLIlEgpycnA5rB3WltLQUY8eORVZWFqKiono8jlarRUhICKKjo/HGG2/0ttwBoa6uDt7e3li/fr0u/PaUseebiAa1XF7pISIii2ToIX9LoFQqkZSUhKSkJN26Ot1pa2tDXl4empqaEBkZaeIKTW/t2rWYPHkyYmJizF0KEQ1wDD1E1CtvvvkmHBwcIJFIUFRUZO5y+sSdO3cwZswY/OEPf9Db3tLSgvfeew9+fn6QyWTw8vLC73//+05vK+rOnj174Ofn1+FZBZlMBnd3d4SEhGDTpk24ceNGX70tsmCJiYmYN28eIiMjDU5q0K6wsBB79uxBQUGBwTV+BoO0tDQUFRXh4MGDRq1BRERDE0MPEfXKX/7yF+zYscPcZfSp1atXdzqNblxcHDZt2oSUlBTU1dVh586d2LFjB958802jx5g7dy4uXrwIf39/ODk5QQgBrVaL6upqqFQq+Pr6IiEhAePGjcO3337bF29ryFm1ahWysrLQ0NAAX19f7N6929wlmVRycjJiYmLw4Ycfdtt2+vTp2LlzJ0aMGNEPlZlOfn4+7t69i8LCQri4uJi7HCIaBBh6iIgAfPXVV/juu+86bL948SK2bduG119/HZGRkXBwcEBISAhiYmKwa9cufP/99/c9tkQigbOzM0JCQpCVlQWVSoWqqiqEhob26K/3pC8lJQV3796FEAKXLl3CK6+8Yu6STG7GjBlITU01dxn9Jjw8HImJibCysjJ3KUQ0SDD0EFGvSSQSc5fQJ9RqNd5++22kp6d32Hfy5ElotVo89dRTettffPFFAMDhw4f7vJ5XXnkF0dHRqK6uxrZt2/q8fyIioqGGoYeIekQIgU2bNmH06NGwsbGBk5MT3n777Q7t2tra8N5778HHxwe2traYOHEicnJyAABbt26FnZ0dFAoF8vPz8dJLL8HR0RHe3t749NNP9fr58ssv8eSTT0KhUMDR0RETJkxAY2Njt2P0xurVq7Fs2TK4ubl12Dds2L3/m/z1au+jRo0CAL0rPYcOHeqzdVva15IpKCjQbRuM55aIiGggYOghoh5Zs2YNEhISsGjRIlRVVeH69eu6BQp/6d1338XGjRuxefNm/PTTT5g1axZee+01fPvtt1i6dClWrFgBtVoNBwcH5OTkoKysDH5+fli4cCFaWloAALdv30ZYWBheeeUV1NfX48KFC3jkkUeg0Wi6HcNY//d//4eysjK89tprne4fM2YMAHS4je2BBx4AANTU1Oi2tc8WptVqja7j19rXQbl48aJu22A7t0RERAOGIKIhJycnRxjzz7+5uVkoFArxwgsv6G3/9NNPBQBx+vRpIYQQarVaKBQKERkZqXesjY2NWLp0qRBCiNWrVwsAQq1W69ps2bJFABClpaVCCCG+++47AUB89tlnHWrpyRjGvK8pU6aIiooKIYQQNTU1AoBYvXq1XrsXX3xRuLq6in/+859CrVaLn376SahUKiGRSMR//Md/GDVmO39/f+Hk5GSwjUQiEc7OzkKIwXVujf1+0T0ARE5OjrnLGDJ4vomGFJXUPFGLiAaT0tJSNDc3Y/r06Qbb/fDDD2hubsb48eN122xtbTFixAicP3++y+NkMhkA6K5G+Pn5wd3dHVFRUYiNjUV0dDQefvjh+xqjM6tWrcJ///d/w8vLy2C77OxsJCQk4PXXX0d9fT08PT3x1FNPQQihu+LT127fvg0hBBwdHQEMvnMLAPPmzTP6mKFu8+bNyM3NNXcZREQWh7e3EVG3KioqAKDTZ15+6fbt2wCAP/zhD3pr0Fy+fBnNzc09Hs/W1hZHjhxBcHAwkpOT4efnh8jISKjV6j4b49ixYzh79myPpp12cnLCtm3bUFFRgebmZpSVleFPf/oTAODBBx/s8ZjG+PHHHwH8fHvdYDq3REREAw2v9BBRt+RyOQDg7t27Btu1h6LNmzcjLi7uvsYcN24c9u/fj5qaGqSlpSE1NRXjxo3TrSJ/v2NkZmbin//8p26igl9KTk5GcnIyTp48iSlTpnR6/MmTJwEA06ZN63UNhhw6dAgA8NJLLwEYXOe2Ha9YGEcikWDFihWYP3++uUsZEixl9kki6hle6SGibo0fPx7Dhg3Dl19+abDdQw89BLlcjqKiovsar7KyEufOnQNw78f+hx9+iMceewznzp3rszGysrIghNB7tU9KsHr1agghugw8ALBjxw74+vpi6tSp91VHZ65fv47NmzfD29sbb7zxBoDBdW6JiIgGGoYeIuqWm5sb5s6di927dyMzMxONjY0oLi7G9u3b9drJ5XL87ne/w6effoqtW7eisbERbW1tqKiowE8//dTj8SorK7F48WKcP38eGo0Gp0+fxuXLl/H000/32RjGePLJJ3H58mW0traivLwcv//97/H5558jMzNT98wMcG96aWOmrBZC4NatW9BqtbrQlZOTg2eeeQZWVlbIy8vTPdNjqeeWiIioX5htDgUiMpvezK7V1NQk3nzzTfHAAw8Ie3t7ERwcLN577z0BQHh7e4szZ84IIYS4e/euSEhIED4+PkIqlQo3Nzcxd+5cUVJSIrZs2SIUCoUAIEaNGiXKysrE9u3bhaOjowAgRo4cKX788UdRXl4ugoKChIuLi7CyshIPPvigWL16tWhtbe12jPvR1extL7zwgnB2dhZSqVS4uLiI0NBQcfLkyQ7HHzx4UDg4OIj169d3Oca+ffvExIkThUKhEDKZTAwbNkwA0M3U9uSTT4qkpCRRV1fX4djBcm45e1vvgLOJ9Sueb6IhRSURQggz5S0iMhOVSoWIiAjwnz+ZAr9fvSORSJCTk8NnevoJzzfRkJLL29uIiIiIiMiiMfQQkcU4f/683lTLXb3aZykjIuDzzz9HYmIitFot5syZAx8fH8jlcnh5eSE8PBzFxcW97lur1WLz5s0ICgrqsG/fvn3YsGED2tra7qd8IqIeYeghIosxZsyYDjOydfbKzs42d6lEA8L777+PjIwMrFq1ClqtFkePHsWuXbtQX1+PY8etYzGOAAAG9klEQVSOQa1W47nnnkNlZaXRfV+4cAHPPfccVq5c2ek6T2FhYZDL5Zg+fTpu3rzZF2+HiKhLDD1ERGRx1Gp1p1cXBtsYppSamors7GyoVCo4ODgAAAIDAxEcHAyFQgFfX18kJyejoaEBn3zyiVF9nzlzBu+++y6WLFmCyZMnd9kuNjYWkyZNwsyZM9Ha2no/b4eIyCCGHiIisjiZmZmorq4e9GOYSmlpKdasWYN169bpFh+WSqXYv3+/Xjs/Pz8AQFlZmVH9T5o0CXv27MGCBQtgY2NjsO3atWtRVFSE9PR0o8YgIjIGQw8REZmdEAJpaWkYO3YsbGxs4OLigtmzZ+P8+fO6NjExMZDJZBgxYoRu27Jly2BnZweJRILa2loAQFxcHOLj41FWVgaJRAKlUomMjAzI5XK4u7tj8eLF8PT0hFwuR1BQEI4fP94nYwDAoUOHjFqryVwyMjIghEBYWJjBdmq1GgB060WZgouLC6ZOnYr09HTO+EdEJsPQQ0REZrd27VokJiZi9erVqK6uxr/+9S9cvXoVzz77LKqqqgDc+6H+6+mFt2zZgnXr1ultS09Px6xZs+Dv7w8hBEpLSxETE4Po6Gg0NzcjNjYW5eXlOHXqFFpbW/HCCy/g6tWr9z0GAN1D+Vqttu9OjgkcOHAAo0ePhkKhMNjuxIkTAIDg4GCT1vPoo4/i2rVrOHPmjEnHIaKhi6GHiIjMSq1WIy0tDS+//DKioqLg5OSECRMmYNu2baitrcX27dv7bCypVKq7mhQQEICtW7eiqakJWVlZfdJ/aGgoGhsbsWbNmj7pzxRu376NS5cuwd/fv8s2VVVVyM7ORmxsLAIDA7u9InS/Ro0aBQA4e/asScchoqFLau4CiIhoaCspKcGtW7cwZcoUve1PPPEEZDKZ3u1nfW3KlClQKBR6t9FZuurqagghDF7lCQwMxO3btzF//nysX78e1tbWJq2pvZb2q3pERH2NoYeIiMyqfbpie3v7DvucnZ3R1NRk0vFtbGxQU1Nj0jEGkjt37gCAwQkG3N3dkZmZiXHjxvVLTba2tnq1ERH1Nd7eRkREZuXs7AwAnYabmzdvwtvb22Rjt7S0mHyMgaY9YBhaFNTNzU33ufQHjUYD4OfaiIj6Gq/0EBGRWY0fPx729vb49ttv9bYfP34cGo0Gjz/+uG6bVCpFS0tLn41dWFgIIQSefvppk40x0Li7u0MikaChoaHLNr+eutrU2mvx8PDo13GJaOjglR4iIjIruVyO+Ph47N27F//4xz/Q2NiIs2fPYsmSJfD09MSiRYt0bZVKJerr65GXl4eWlhbU1NTg8uXLHfp0dXVFZWUlysvL0dTUpAsxWq0WN27cQGtrK4qLixEXFwcfHx9ER0f3yRgFBQUDfspqhUIBPz8/VFRUdLq/tLQUHh4eiIiI6LAvMjISHh4eOHXqVJ/W1F7LhAkT+rRfIqJ2DD1ERGR277//PlJSUpCUlIThw4dj6tSpePjhh1FYWAg7Oztdu6VLl2LatGl49dVXMXr0aHzwwQe6W6ICAwN1U08vWbIE7u7uCAgIwMyZM1FfXw/g3jMjEyZMgK2tLZ599lk88sgj+OKLL/Seb7nfMQaD0NBQlJSU6Nbh+SVDa+VoNBpUV1cjPz/fYP/ffPMNgoOD8eCDD+L48eM4c+YMPD098cwzz+Bf//pXh/YnT56El5cXJk6caPybISLqAYngSmBEQ45KpUJERAQXAiSTGKjfr8WLFyM3Nxd1dXXmLqVTEokEOTk5HdYJMoXS0lKMHTsWWVlZiIqK6vFxWq0WISEhiI6OxhtvvNEntdTV1cHb2xvr169HfHx8n/TZE/15vonI7HJ5pYeIiIYMQw/vDyVKpRJJSUlISkrCrVu3enRMW1sb8vLy0NTUhMjIyD6rZe3atZg8eTJiYmL6rE8iol9j6CEiIhqCEhMTMW/ePERGRhqc1KBdYWEh9uzZg4KCAoNr/BgjLS0NRUVFOHjwoMnXAiKioY2hh4iILN6qVauQlZWFhoYG+Pr6Yvfu3eYuaUBITk5GTEwMPvzww27bTp8+HTt37sSIESP6ZOz8/HzcvXsXhYWFcHFx6ZM+iYi6wimriYjI4qWkpCAlJcXcZQxIM2bMwIwZM/p93PDwcISHh/f7uEQ0NPFKDxERERERWTSGHiIiIiIismgMPUREREREZNEYeoiIiIiIyKIx9BARERERkUXj7G1EQ5hEIjF3CWTB+P0yXkREBCIiIsxdBhGRxZEIIYS5iyCi/lVRUYGvvvrK3GUQEZlVUFAQvL29zV0GEZleLkMPERERERFZslw+00NERERERBaNoYeIiIiIiCwaQw8REREREVk0KYBccxdBRERERERkIt/8P0Z7jQ0Uwfm1AAAAAElFTkSuQmCC\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 32
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "9oRvp7ATehla",
        "outputId": "b5913ea7-cff9-4154-f14f-fb6d49278271"
      },
      "source": [
        "# create the generator\r\n",
        "g_model = define_generator(latent_dim)\r\n",
        "print(\"---------------------------\")\r\n",
        "print(\"the generator architecture:\")\r\n",
        "print(\"---------------------------\")\r\n",
        "g_model.summary() \r\n",
        "plot_model(g_model, to_file='model_plot2.png', show_shapes=True, show_layer_names=True)"
      ],
      "execution_count": 33,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "---------------------------\n",
            "the generator architecture:\n",
            "---------------------------\n",
            "Model: \"functional_71\"\n",
            "__________________________________________________________________________________________________\n",
            "Layer (type)                    Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            "input_52 (InputLayer)           [(None, 100)]        0                                            \n",
            "__________________________________________________________________________________________________\n",
            "input_51 (InputLayer)           [(None, 1)]          0                                            \n",
            "__________________________________________________________________________________________________\n",
            "dense_51 (Dense)                (None, 6272)         633472      input_52[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "embedding_25 (Embedding)        (None, 1, 50)        500         input_51[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "leaky_re_lu_61 (LeakyReLU)      (None, 6272)         0           dense_51[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "dense_50 (Dense)                (None, 1, 49)        2499        embedding_25[0][0]               \n",
            "__________________________________________________________________________________________________\n",
            "reshape_37 (Reshape)            (None, 7, 7, 128)    0           leaky_re_lu_61[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "reshape_36 (Reshape)            (None, 7, 7, 1)      0           dense_50[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_25 (Concatenate)    (None, 7, 7, 129)    0           reshape_37[0][0]                 \n",
            "                                                                 reshape_36[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_transpose_22 (Conv2DTran (None, 14, 14, 128)  264320      concatenate_25[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "leaky_re_lu_62 (LeakyReLU)      (None, 14, 14, 128)  0           conv2d_transpose_22[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_transpose_23 (Conv2DTran (None, 28, 28, 128)  262272      leaky_re_lu_62[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "leaky_re_lu_63 (LeakyReLU)      (None, 28, 28, 128)  0           conv2d_transpose_23[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_39 (Conv2D)              (None, 28, 28, 1)    6273        leaky_re_lu_63[0][0]             \n",
            "==================================================================================================\n",
            "Total params: 1,169,336\n",
            "Trainable params: 1,169,336\n",
            "Non-trainable params: 0\n",
            "__________________________________________________________________________________________________\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 33
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 1000
        },
        "id": "EX8KjzQzeh1_",
        "outputId": "99f52eab-9025-465d-f60d-e16555385dd4"
      },
      "source": [
        "# create the gan\r\n",
        "gan_model = define_gan(g_model, d_model)\r\n",
        "print(\"--------------------\")\r\n",
        "print(\"the GAN architecture:\")\r\n",
        "print(\"--------------------\")\r\n",
        "gan_model.summary() \r\n",
        "plot_model(gan_model, to_file='model_plot3.png', show_shapes=True, show_layer_names=True)"
      ],
      "execution_count": 34,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "--------------------\n",
            "the GAN architecture:\n",
            "--------------------\n",
            "Model: \"functional_73\"\n",
            "__________________________________________________________________________________________________\n",
            "Layer (type)                    Output Shape         Param #     Connected to                     \n",
            "==================================================================================================\n",
            "input_52 (InputLayer)           [(None, 100)]        0                                            \n",
            "__________________________________________________________________________________________________\n",
            "input_51 (InputLayer)           [(None, 1)]          0                                            \n",
            "__________________________________________________________________________________________________\n",
            "dense_51 (Dense)                (None, 6272)         633472      input_52[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "embedding_25 (Embedding)        (None, 1, 50)        500         input_51[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "leaky_re_lu_61 (LeakyReLU)      (None, 6272)         0           dense_51[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "dense_50 (Dense)                (None, 1, 49)        2499        embedding_25[0][0]               \n",
            "__________________________________________________________________________________________________\n",
            "reshape_37 (Reshape)            (None, 7, 7, 128)    0           leaky_re_lu_61[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "reshape_36 (Reshape)            (None, 7, 7, 1)      0           dense_50[0][0]                   \n",
            "__________________________________________________________________________________________________\n",
            "concatenate_25 (Concatenate)    (None, 7, 7, 129)    0           reshape_37[0][0]                 \n",
            "                                                                 reshape_36[0][0]                 \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_transpose_22 (Conv2DTran (None, 14, 14, 128)  264320      concatenate_25[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "leaky_re_lu_62 (LeakyReLU)      (None, 14, 14, 128)  0           conv2d_transpose_22[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_transpose_23 (Conv2DTran (None, 28, 28, 128)  262272      leaky_re_lu_62[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "leaky_re_lu_63 (LeakyReLU)      (None, 28, 28, 128)  0           conv2d_transpose_23[0][0]        \n",
            "__________________________________________________________________________________________________\n",
            "conv2d_39 (Conv2D)              (None, 28, 28, 1)    6273        leaky_re_lu_63[0][0]             \n",
            "__________________________________________________________________________________________________\n",
            "functional_69 (Functional)      (None, 1)            196773      conv2d_39[0][0]                  \n",
            "                                                                 input_51[0][0]                   \n",
            "==================================================================================================\n",
            "Total params: 1,366,109\n",
            "Trainable params: 1,169,336\n",
            "Non-trainable params: 196,773\n",
            "__________________________________________________________________________________________________\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "execute_result",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<IPython.core.display.Image object>"
            ]
          },
          "metadata": {
            "tags": []
          },
          "execution_count": 34
        }
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "Jk7uyHiMbv1r"
      },
      "source": [
        "# load image data\r\n",
        "dataset = load_real_samples()\r\n",
        "# train model\r\n",
        "train(g_model, d_model, gan_model, dataset, latent_dim)"
      ],
      "execution_count": null,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "1kC4GAaoaJiL"
      },
      "source": [
        "# generate points in latent space as input for the generator"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "KeLXgSxKpkK1"
      },
      "source": [
        "from numpy import asarray\r\n",
        "from numpy.random import randn\r\n",
        "from numpy.random import randint\r\n",
        "from keras.models import load_model\r\n",
        "from matplotlib import pyplot\r\n",
        " \r\n",
        "\r\n",
        "def generate_latent_points(latent_dim, n_samples, n_classes=10):\r\n",
        "\t# generate points in the latent space\r\n",
        "\tx_input = randn(latent_dim * n_samples)\r\n",
        "\t# reshape into a batch of inputs for the network\r\n",
        "\tz_input = x_input.reshape(n_samples, latent_dim)\r\n",
        "\t# generate labels\r\n",
        "\tlabels = randint(0, n_classes, n_samples)\r\n",
        "\treturn [z_input, labels] "
      ],
      "execution_count": 38,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "IOz6uk7tpc71"
      },
      "source": [
        "# create and save a plot of generated images"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "bHjERLiMpZFv"
      },
      "source": [
        "def save_plot(examples, n):\r\n",
        "\t# plot images\r\n",
        "\tfor i in range(n * n):\r\n",
        "\t\t# define subplot\r\n",
        "\t\tpyplot.subplot(n, n, 1 + i)\r\n",
        "\t\t# turn off axis\r\n",
        "\t\tpyplot.axis('off')\r\n",
        "\t\t# plot raw pixel data\r\n",
        "\t\tpyplot.imshow(examples[i, :, :, 0], cmap='gray_r')\r\n",
        "\tpyplot.show()"
      ],
      "execution_count": 39,
      "outputs": []
    },
    {
      "cell_type": "markdown",
      "metadata": {
        "id": "7YANDi6-piyY"
      },
      "source": [
        "# load model"
      ]
    },
    {
      "cell_type": "code",
      "metadata": {
        "id": "EcisrNY_tmlg",
        "colab": {
          "base_uri": "https://localhost:8080/",
          "height": 265
        },
        "outputId": "868b07db-6f12-4e34-db08-78396445a6f0"
      },
      "source": [
        "model = load_model('cgan_generator.h5')\r\n",
        "# generate images\r\n",
        "latent_points, labels = generate_latent_points(100, 100)\r\n",
        "# specify labels\r\n",
        "labels = asarray([x for _ in range(10) for x in range(10)])\r\n",
        "# generate images\r\n",
        "X  = model.predict([latent_points, labels])\r\n",
        "# scale from [-1,1] to [0,1]\r\n",
        "X = (X + 1) / 2.0\r\n",
        "# plot the result\r\n",
        "save_plot(X, 10)"
      ],
      "execution_count": 40,
      "outputs": [
        {
          "output_type": "stream",
          "text": [
            "WARNING:tensorflow:No training configuration found in the save file, so the model was *not* compiled. Compile it manually.\n"
          ],
          "name": "stdout"
        },
        {
          "output_type": "display_data",
          "data": {
            "image/png": 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\n",
            "text/plain": [
              "<Figure size 432x288 with 100 Axes>"
            ]
          },
          "metadata": {
            "tags": [],
            "needs_background": "light"
          }
        }
      ]
    }
  ]
}